2022-10-01 18:58:06,979 - mmdet - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.3 (default, Jan 22 2021, 20:04:44) [GCC 8.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: A100-SXM-80GB CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.109 GCC: x86_64-linux-gnu-gcc (Debian 8.3.0-6) 8.3.0 PyTorch: 1.10.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX512 - CUDA Runtime 11.3 - NVCC architecture flags: -gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.2 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.11.1+cu113 OpenCV: 4.6.0 MMCV: 1.6.1 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMDetection: 2.25.2+aa4d725 ------------------------------------------------------------ 2022-10-01 18:58:07,278 - mmdet - INFO - Distributed training: True 2022-10-01 18:58:07,570 - mmdet - INFO - Config: model = dict( type='MaskRCNN', backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='SyncBN', requires_grad=True), norm_eval=True, style='pytorch', init_cfg=dict(type='Pretrained', checkpoint='torchvision://resnet50')), neck=dict( type='FPN', in_channels=[256, 512, 1024, 2048], out_channels=256, num_outs=5, norm_cfg=dict(type='SyncBN', requires_grad=True)), rpn_head=dict( type='RPNHead', in_channels=256, feat_channels=256, anchor_generator=dict( type='AnchorGenerator', scales=[8], ratios=[0.5, 1.0, 2.0], strides=[4, 8, 16, 32, 64]), bbox_coder=dict( type='DeltaXYWHBBoxCoder', target_means=[0.0, 0.0, 0.0, 0.0], target_stds=[1.0, 1.0, 1.0, 1.0]), loss_cls=dict( type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=1.0)), roi_head=dict( type='StandardRoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor', roi_layer=dict(type='RoIAlign', output_size=7, sampling_ratio=0), out_channels=256, featmap_strides=[4, 8, 16, 32]), bbox_head=dict( type='Shared4Conv1FCBBoxHead', in_channels=256, fc_out_channels=1024, roi_feat_size=7, num_classes=80, bbox_coder=dict( type='DeltaXYWHBBoxCoder', target_means=[0.0, 0.0, 0.0, 0.0], target_stds=[0.1, 0.1, 0.2, 0.2]), reg_class_agnostic=False, loss_cls=dict( type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=1.0)), mask_roi_extractor=dict( type='SingleRoIExtractor', roi_layer=dict(type='RoIAlign', output_size=14, sampling_ratio=0), out_channels=256, featmap_strides=[4, 8, 16, 32]), mask_head=dict( type='FCNMaskHead', num_convs=4, in_channels=256, conv_out_channels=256, num_classes=80, loss_mask=dict( type='CrossEntropyLoss', use_mask=True, loss_weight=1.0))), train_cfg=dict( rpn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.7, neg_iou_thr=0.3, min_pos_iou=0.3, match_low_quality=True, ignore_iof_thr=-1), sampler=dict( type='RandomSampler', num=256, pos_fraction=0.5, neg_pos_ub=-1, add_gt_as_proposals=False), allowed_border=-1, pos_weight=-1, debug=False), rpn_proposal=dict( nms_pre=2000, max_per_img=1000, nms=dict(type='nms', iou_threshold=0.7), min_bbox_size=0), rcnn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.5, neg_iou_thr=0.5, min_pos_iou=0.5, match_low_quality=True, ignore_iof_thr=-1), sampler=dict( type='RandomSampler', num=512, pos_fraction=0.25, neg_pos_ub=-1, add_gt_as_proposals=True), mask_size=28, pos_weight=-1, debug=False)), test_cfg=dict( rpn=dict( nms_pre=1000, max_per_img=1000, nms=dict(type='nms', iou_threshold=0.7), min_bbox_size=0), rcnn=dict( score_thr=0.05, nms=dict(type='nms', iou_threshold=0.5), max_per_img=100, mask_thr_binary=0.5))) dataset_type = 'CocoDataset' data_root = 'data/coco/' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True, with_mask=True), dict(type='Resize', img_scale=(1333, 800), keep_ratio=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ] data = dict( samples_per_gpu=2, workers_per_gpu=2, train=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_train2017.json', img_prefix='data/coco/train2017/', pipeline=[ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True, with_mask=True), dict(type='Resize', img_scale=(1333, 800), keep_ratio=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict( type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks']) ]), val=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ]), test=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) evaluation = dict(metric=['bbox', 'segm'], save_best='auto') optimizer = dict(type='SGD', lr=0.02, momentum=0.9, weight_decay=1e-05) optimizer_config = dict(grad_clip=None) lr_config = dict( policy='step', warmup='linear', warmup_iters=500, warmup_ratio=0.001, step=[16, 22]) runner = dict(type='EpochBasedRunner', max_epochs=24) checkpoint_config = dict(interval=1) log_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')]) custom_hooks = [ dict(type='NumClassCheckHook'), dict( type='MMDetWandbHook', init_kwargs=dict(project='I2B', group='finetune'), interval=50, num_eval_images=0, log_checkpoint=False) ] dist_params = dict(backend='nccl') log_level = 'INFO' load_from = 'work_dirs/selfsup_mask-rcnn_mstrain-soft-teacher_sampler-4096_temp0.5/final_model.pth' resume_from = None workflow = [('train', 1)] opencv_num_threads = 0 mp_start_method = 'fork' auto_scale_lr = dict(enable=False, base_batch_size=16) custom_imports = None norm_cfg = dict(type='SyncBN', requires_grad=True) work_dir = 'work_dirs/finetune_mask-rcnn_2x_coco_lr2e-2_wd1e-5' auto_resume = True gpu_ids = range(0, 8) 2022-10-01 18:58:07,570 - mmdet - INFO - Set random seed to 42, deterministic: False 2022-10-01 18:58:07,967 - mmdet - INFO - initialize ResNet with init_cfg {'type': 'Pretrained', 'checkpoint': 'torchvision://resnet50'} 2022-10-01 18:58:16,707 - mmdet - INFO - initialize FPN with init_cfg {'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} 2022-10-01 18:58:16,728 - mmdet - INFO - initialize RPNHead with init_cfg {'type': 'Normal', 'layer': 'Conv2d', 'std': 0.01} 2022-10-01 18:58:16,732 - mmdet - INFO - initialize Shared4Conv1FCBBoxHead with init_cfg [{'type': 'Normal', 'std': 0.01, 'override': {'name': 'fc_cls'}}, {'type': 'Normal', 'std': 0.001, 'override': {'name': 'fc_reg'}}, {'type': 'Xavier', 'distribution': 'uniform', 'override': [{'name': 'shared_fcs'}, {'name': 'cls_fcs'}, {'name': 'reg_fcs'}]}] Name of parameter - Initialization information backbone.conv1.weight - torch.Size([64, 3, 7, 7]): PretrainedInit: load from torchvision://resnet50 backbone.bn1.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.bn1.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.conv1.weight - torch.Size([64, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn1.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn1.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.conv2.weight - torch.Size([64, 64, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn2.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn2.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.conv3.weight - torch.Size([256, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn3.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.bn3.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.downsample.0.weight - torch.Size([256, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.downsample.1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.0.downsample.1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.conv1.weight - torch.Size([64, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn1.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn1.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.conv2.weight - torch.Size([64, 64, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn2.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn2.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.conv3.weight - torch.Size([256, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn3.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.1.bn3.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.conv1.weight - torch.Size([64, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn1.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn1.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.conv2.weight - torch.Size([64, 64, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn2.weight - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn2.bias - torch.Size([64]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.conv3.weight - torch.Size([256, 64, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn3.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer1.2.bn3.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.conv1.weight - torch.Size([128, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn1.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn1.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.conv2.weight - torch.Size([128, 128, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn2.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn2.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.conv3.weight - torch.Size([512, 128, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn3.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.bn3.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.downsample.0.weight - torch.Size([512, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.downsample.1.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.0.downsample.1.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.conv1.weight - torch.Size([128, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn1.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn1.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.conv2.weight - torch.Size([128, 128, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn2.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn2.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.conv3.weight - torch.Size([512, 128, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn3.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.1.bn3.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.conv1.weight - torch.Size([128, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn1.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn1.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.conv2.weight - torch.Size([128, 128, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn2.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn2.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.conv3.weight - torch.Size([512, 128, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn3.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.2.bn3.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.conv1.weight - torch.Size([128, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn1.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn1.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.conv2.weight - torch.Size([128, 128, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn2.weight - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn2.bias - torch.Size([128]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.conv3.weight - torch.Size([512, 128, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn3.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer2.3.bn3.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.conv1.weight - torch.Size([256, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.downsample.0.weight - torch.Size([1024, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.downsample.1.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.0.downsample.1.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.1.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.2.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.3.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.4.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.conv1.weight - torch.Size([256, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn1.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn1.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.conv2.weight - torch.Size([256, 256, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn2.weight - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn2.bias - torch.Size([256]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.conv3.weight - torch.Size([1024, 256, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn3.weight - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer3.5.bn3.bias - torch.Size([1024]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.conv1.weight - torch.Size([512, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn1.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn1.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.conv2.weight - torch.Size([512, 512, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn2.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn2.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.conv3.weight - torch.Size([2048, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn3.weight - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.bn3.bias - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.downsample.0.weight - torch.Size([2048, 1024, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.downsample.1.weight - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.0.downsample.1.bias - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.conv1.weight - torch.Size([512, 2048, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn1.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn1.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.conv2.weight - torch.Size([512, 512, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn2.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn2.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.conv3.weight - torch.Size([2048, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn3.weight - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.1.bn3.bias - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.conv1.weight - torch.Size([512, 2048, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn1.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn1.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.conv2.weight - torch.Size([512, 512, 3, 3]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn2.weight - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn2.bias - torch.Size([512]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.conv3.weight - torch.Size([2048, 512, 1, 1]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn3.weight - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 backbone.layer4.2.bn3.bias - torch.Size([2048]): PretrainedInit: load from torchvision://resnet50 neck.lateral_convs.0.conv.weight - torch.Size([256, 256, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.0.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.0.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.1.conv.weight - torch.Size([256, 512, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.1.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.1.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.2.conv.weight - torch.Size([256, 1024, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.2.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.2.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.3.conv.weight - torch.Size([256, 2048, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.3.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.3.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.0.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.0.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.0.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.1.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.1.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.1.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.2.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.2.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.2.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.3.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.3.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.3.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN rpn_head.rpn_conv.weight - torch.Size([256, 256, 3, 3]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_conv.bias - torch.Size([256]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_cls.weight - torch.Size([3, 256, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_cls.bias - torch.Size([3]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_reg.weight - torch.Size([12, 256, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_reg.bias - torch.Size([12]): NormalInit: mean=0, std=0.01, bias=0 roi_head.bbox_head.fc_cls.weight - torch.Size([81, 1024]): NormalInit: mean=0, std=0.01, bias=0 roi_head.bbox_head.fc_cls.bias - torch.Size([81]): NormalInit: mean=0, std=0.01, bias=0 roi_head.bbox_head.fc_reg.weight - torch.Size([320, 1024]): NormalInit: mean=0, std=0.001, bias=0 roi_head.bbox_head.fc_reg.bias - torch.Size([320]): NormalInit: mean=0, std=0.001, bias=0 roi_head.bbox_head.shared_convs.0.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.0.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.1.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.1.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.2.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.2.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.3.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.3.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_fcs.0.weight - torch.Size([1024, 12544]): XavierInit: gain=1, distribution=uniform, bias=0 roi_head.bbox_head.shared_fcs.0.bias - torch.Size([1024]): XavierInit: gain=1, distribution=uniform, bias=0 roi_head.mask_head.convs.0.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.0.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.1.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.1.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.2.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.2.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.3.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.3.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.upsample.weight - torch.Size([256, 256, 2, 2]): Initialized by user-defined `init_weights` in FCNMaskHead roi_head.mask_head.upsample.bias - torch.Size([256]): Initialized by user-defined `init_weights` in FCNMaskHead roi_head.mask_head.conv_logits.weight - torch.Size([80, 256, 1, 1]): Initialized by user-defined `init_weights` in FCNMaskHead roi_head.mask_head.conv_logits.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FCNMaskHead 2022-10-01 18:58:32,937 - mmdet - INFO - Automatic scaling of learning rate (LR) has been disabled. 2022-10-01 18:58:34,179 - mmdet - INFO - load checkpoint from local path: work_dirs/finetune_mask-rcnn_2x_coco_lr2e-2_wd1e-5/latest.pth 2022-10-01 18:58:34,457 - mmdet - INFO - resumed epoch 12, iter 87960 2022-10-01 18:58:34,458 - mmdet - INFO - Start running, host: tiger@n136-148-198, work_dir: /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_2x_coco_lr2e-2_wd1e-5 2022-10-01 18:58:34,458 - mmdet - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) MMDetWandbHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) NumClassCheckHook (NORMAL ) MMDetWandbHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) MMDetWandbHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) MMDetWandbHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) NumClassCheckHook (NORMAL ) MMDetWandbHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (NORMAL ) MMDetWandbHook (VERY_LOW ) TextLoggerHook -------------------- after_run: (NORMAL ) MMDetWandbHook (VERY_LOW ) TextLoggerHook -------------------- 2022-10-01 18:58:34,459 - mmdet - INFO - workflow: [('train', 1)], max: 24 epochs 2022-10-01 18:58:34,459 - mmdet - INFO - Checkpoints will be saved to /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_2x_coco_lr2e-2_wd1e-5 by HardDiskBackend. 2022-10-01 18:58:49,720 - mmdet - INFO - Epoch [13][50/7330] lr: 2.000e-02, eta: 6:48:30, time: 0.279, data_time: 0.093, memory: 4945, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0537, loss_cls: 0.1904, acc: 93.2249, loss_bbox: 0.2113, loss_mask: 0.2475, loss: 0.7298 2022-10-01 18:59:00,357 - mmdet - INFO - Epoch [13][100/7330] lr: 2.000e-02, eta: 5:59:53, time: 0.213, data_time: 0.042, memory: 4958, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0507, loss_cls: 0.1891, acc: 93.3828, loss_bbox: 0.2061, loss_mask: 0.2353, loss: 0.7070 2022-10-01 18:59:11,079 - mmdet - INFO - Epoch [13][150/7330] lr: 2.000e-02, eta: 5:44:23, time: 0.214, data_time: 0.038, memory: 4958, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0540, loss_cls: 0.1980, acc: 93.1191, loss_bbox: 0.2124, loss_mask: 0.2482, loss: 0.7381 2022-10-01 18:59:21,976 - mmdet - INFO - Epoch [13][200/7330] lr: 2.000e-02, eta: 5:37:50, time: 0.218, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0499, loss_cls: 0.1880, acc: 93.4827, loss_bbox: 0.2077, loss_mask: 0.2445, loss: 0.7162 2022-10-01 18:59:32,930 - mmdet - INFO - Epoch [13][250/7330] lr: 2.000e-02, eta: 5:34:10, time: 0.219, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0543, loss_cls: 0.1971, acc: 92.9988, loss_bbox: 0.2153, loss_mask: 0.2422, loss: 0.7378 2022-10-01 18:59:42,983 - mmdet - INFO - Epoch [13][300/7330] lr: 2.000e-02, eta: 5:27:16, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0511, loss_cls: 0.1933, acc: 93.4285, loss_bbox: 0.2060, loss_mask: 0.2415, loss: 0.7168 2022-10-01 18:59:53,108 - mmdet - INFO - Epoch [13][350/7330] lr: 2.000e-02, eta: 5:22:36, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0514, loss_cls: 0.1974, acc: 93.1484, loss_bbox: 0.2135, loss_mask: 0.2478, loss: 0.7359 2022-10-01 19:00:03,006 - mmdet - INFO - Epoch [13][400/7330] lr: 2.000e-02, eta: 5:18:13, time: 0.198, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0513, loss_cls: 0.1916, acc: 93.4067, loss_bbox: 0.2028, loss_mask: 0.2422, loss: 0.7135 2022-10-01 19:00:13,080 - mmdet - INFO - Epoch [13][450/7330] lr: 2.000e-02, eta: 5:15:21, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0533, loss_cls: 0.1799, acc: 93.6221, loss_bbox: 0.2058, loss_mask: 0.2412, loss: 0.7040 2022-10-01 19:00:23,310 - mmdet - INFO - Epoch [13][500/7330] lr: 2.000e-02, eta: 5:13:28, time: 0.205, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0551, loss_cls: 0.1948, acc: 93.0830, loss_bbox: 0.2182, loss_mask: 0.2527, loss: 0.7490 2022-10-01 19:00:34,055 - mmdet - INFO - Epoch [13][550/7330] lr: 2.000e-02, eta: 5:13:16, time: 0.215, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0544, loss_cls: 0.1988, acc: 92.9412, loss_bbox: 0.2209, loss_mask: 0.2400, loss: 0.7418 2022-10-01 19:00:43,881 - mmdet - INFO - Epoch [13][600/7330] lr: 2.000e-02, eta: 5:10:51, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0524, loss_cls: 0.1845, acc: 93.5623, loss_bbox: 0.2069, loss_mask: 0.2395, loss: 0.7092 2022-10-01 19:00:53,748 - mmdet - INFO - Epoch [13][650/7330] lr: 2.000e-02, eta: 5:08:51, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0509, loss_cls: 0.1839, acc: 93.6062, loss_bbox: 0.2042, loss_mask: 0.2412, loss: 0.7050 2022-10-01 19:01:03,830 - mmdet - INFO - Epoch [13][700/7330] lr: 2.000e-02, eta: 5:07:35, time: 0.202, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0504, loss_cls: 0.1917, acc: 93.2920, loss_bbox: 0.2073, loss_mask: 0.2402, loss: 0.7155 2022-10-01 19:01:13,945 - mmdet - INFO - Epoch [13][750/7330] lr: 2.000e-02, eta: 5:06:30, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0530, loss_cls: 0.1948, acc: 93.1560, loss_bbox: 0.2103, loss_mask: 0.2426, loss: 0.7250 2022-10-01 19:01:24,342 - mmdet - INFO - Epoch [13][800/7330] lr: 2.000e-02, eta: 5:06:04, time: 0.208, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0536, loss_cls: 0.1907, acc: 93.2354, loss_bbox: 0.2116, loss_mask: 0.2415, loss: 0.7250 2022-10-01 19:01:34,936 - mmdet - INFO - Epoch [13][850/7330] lr: 2.000e-02, eta: 5:05:59, time: 0.212, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0556, loss_cls: 0.2022, acc: 92.9707, loss_bbox: 0.2187, loss_mask: 0.2450, loss: 0.7500 2022-10-01 19:01:45,191 - mmdet - INFO - Epoch [13][900/7330] lr: 2.000e-02, eta: 5:05:21, time: 0.205, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0526, loss_cls: 0.1906, acc: 93.3799, loss_bbox: 0.2076, loss_mask: 0.2432, loss: 0.7194 2022-10-01 19:01:55,525 - mmdet - INFO - Epoch [13][950/7330] lr: 2.000e-02, eta: 5:04:54, time: 0.207, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0542, loss_cls: 0.1947, acc: 93.1711, loss_bbox: 0.2127, loss_mask: 0.2461, loss: 0.7351 2022-10-01 19:02:05,366 - mmdet - INFO - Epoch [13][1000/7330] lr: 2.000e-02, eta: 5:03:45, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0507, loss_cls: 0.1821, acc: 93.6162, loss_bbox: 0.1992, loss_mask: 0.2404, loss: 0.6963 2022-10-01 19:02:15,345 - mmdet - INFO - Epoch [13][1050/7330] lr: 2.000e-02, eta: 5:02:53, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0519, loss_cls: 0.1869, acc: 93.4556, loss_bbox: 0.2085, loss_mask: 0.2438, loss: 0.7167 2022-10-01 19:02:25,357 - mmdet - INFO - Epoch [13][1100/7330] lr: 2.000e-02, eta: 5:02:07, time: 0.200, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0496, loss_cls: 0.1869, acc: 93.4287, loss_bbox: 0.2029, loss_mask: 0.2359, loss: 0.7015 2022-10-01 19:02:35,399 - mmdet - INFO - Epoch [13][1150/7330] lr: 2.000e-02, eta: 5:01:27, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0499, loss_cls: 0.2013, acc: 93.0703, loss_bbox: 0.2122, loss_mask: 0.2465, loss: 0.7366 2022-10-01 19:02:45,543 - mmdet - INFO - Epoch [13][1200/7330] lr: 2.000e-02, eta: 5:00:57, time: 0.203, data_time: 0.044, memory: 5000, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0545, loss_cls: 0.1953, acc: 93.2620, loss_bbox: 0.2134, loss_mask: 0.2434, loss: 0.7347 2022-10-01 19:02:55,833 - mmdet - INFO - Epoch [13][1250/7330] lr: 2.000e-02, eta: 5:00:38, time: 0.206, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0529, loss_cls: 0.1945, acc: 93.0767, loss_bbox: 0.2131, loss_mask: 0.2398, loss: 0.7270 2022-10-01 19:03:06,198 - mmdet - INFO - Epoch [13][1300/7330] lr: 2.000e-02, eta: 5:00:26, time: 0.207, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0490, loss_cls: 0.1853, acc: 93.5527, loss_bbox: 0.2069, loss_mask: 0.2353, loss: 0.7017 2022-10-01 19:03:16,345 - mmdet - INFO - Epoch [13][1350/7330] lr: 2.000e-02, eta: 4:59:59, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0550, loss_cls: 0.2010, acc: 93.0317, loss_bbox: 0.2128, loss_mask: 0.2449, loss: 0.7413 2022-10-01 19:03:26,379 - mmdet - INFO - Epoch [13][1400/7330] lr: 2.000e-02, eta: 4:59:26, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0523, loss_cls: 0.1960, acc: 93.1433, loss_bbox: 0.2095, loss_mask: 0.2429, loss: 0.7299 2022-10-01 19:03:35,989 - mmdet - INFO - Epoch [13][1450/7330] lr: 2.000e-02, eta: 4:58:30, time: 0.192, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0483, loss_cls: 0.1904, acc: 93.4155, loss_bbox: 0.1984, loss_mask: 0.2430, loss: 0.7053 2022-10-01 19:03:46,196 - mmdet - INFO - Epoch [13][1500/7330] lr: 2.000e-02, eta: 4:58:11, time: 0.204, data_time: 0.043, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0526, loss_cls: 0.1941, acc: 93.0444, loss_bbox: 0.2125, loss_mask: 0.2410, loss: 0.7265 2022-10-01 19:03:56,153 - mmdet - INFO - Epoch [13][1550/7330] lr: 2.000e-02, eta: 4:57:39, time: 0.199, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0533, loss_cls: 0.2009, acc: 93.0112, loss_bbox: 0.2153, loss_mask: 0.2456, loss: 0.7420 2022-10-01 19:04:06,178 - mmdet - INFO - Epoch [13][1600/7330] lr: 2.000e-02, eta: 4:57:12, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0526, loss_cls: 0.1925, acc: 93.2217, loss_bbox: 0.2107, loss_mask: 0.2402, loss: 0.7238 2022-10-01 19:04:16,037 - mmdet - INFO - Epoch [13][1650/7330] lr: 2.000e-02, eta: 4:56:38, time: 0.197, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0504, loss_cls: 0.1861, acc: 93.4233, loss_bbox: 0.2037, loss_mask: 0.2418, loss: 0.7060 2022-10-01 19:04:26,337 - mmdet - INFO - Epoch [13][1700/7330] lr: 2.000e-02, eta: 4:56:27, time: 0.206, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0513, loss_cls: 0.2002, acc: 93.0598, loss_bbox: 0.2148, loss_mask: 0.2407, loss: 0.7336 2022-10-01 19:04:36,161 - mmdet - INFO - Epoch [13][1750/7330] lr: 2.000e-02, eta: 4:55:52, time: 0.196, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0497, loss_cls: 0.1880, acc: 93.5486, loss_bbox: 0.2040, loss_mask: 0.2399, loss: 0.7069 2022-10-01 19:04:46,105 - mmdet - INFO - Epoch [13][1800/7330] lr: 2.000e-02, eta: 4:55:25, time: 0.199, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0506, loss_cls: 0.1998, acc: 93.0188, loss_bbox: 0.2174, loss_mask: 0.2423, loss: 0.7361 2022-10-01 19:04:56,216 - mmdet - INFO - Epoch [13][1850/7330] lr: 2.000e-02, eta: 4:55:07, time: 0.202, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0521, loss_cls: 0.2031, acc: 92.9575, loss_bbox: 0.2173, loss_mask: 0.2423, loss: 0.7422 2022-10-01 19:05:06,417 - mmdet - INFO - Epoch [13][1900/7330] lr: 2.000e-02, eta: 4:54:53, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0523, loss_cls: 0.1930, acc: 93.2998, loss_bbox: 0.2069, loss_mask: 0.2422, loss: 0.7218 2022-10-01 19:05:16,488 - mmdet - INFO - Epoch [13][1950/7330] lr: 2.000e-02, eta: 4:54:33, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0543, loss_cls: 0.1982, acc: 93.0544, loss_bbox: 0.2125, loss_mask: 0.2425, loss: 0.7364 2022-10-01 19:05:26,436 - mmdet - INFO - Epoch [13][2000/7330] lr: 2.000e-02, eta: 4:54:09, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0494, loss_cls: 0.1906, acc: 93.4009, loss_bbox: 0.2027, loss_mask: 0.2405, loss: 0.7104 2022-10-01 19:05:36,256 - mmdet - INFO - Epoch [13][2050/7330] lr: 2.000e-02, eta: 4:53:40, time: 0.196, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0492, loss_cls: 0.1872, acc: 93.4614, loss_bbox: 0.2053, loss_mask: 0.2372, loss: 0.7052 2022-10-01 19:05:46,750 - mmdet - INFO - Epoch [13][2100/7330] lr: 2.000e-02, eta: 4:53:40, time: 0.210, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0546, loss_cls: 0.2033, acc: 92.9980, loss_bbox: 0.2127, loss_mask: 0.2408, loss: 0.7399 2022-10-01 19:05:56,537 - mmdet - INFO - Epoch [13][2150/7330] lr: 2.000e-02, eta: 4:53:10, time: 0.196, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0511, loss_cls: 0.1981, acc: 93.1733, loss_bbox: 0.2099, loss_mask: 0.2424, loss: 0.7287 2022-10-01 19:06:06,624 - mmdet - INFO - Epoch [13][2200/7330] lr: 2.000e-02, eta: 4:52:54, time: 0.202, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0524, loss_cls: 0.1988, acc: 93.1255, loss_bbox: 0.2093, loss_mask: 0.2408, loss: 0.7274 2022-10-01 19:06:16,304 - mmdet - INFO - Epoch [13][2250/7330] lr: 2.000e-02, eta: 4:52:22, time: 0.194, data_time: 0.024, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0493, loss_cls: 0.1916, acc: 93.3979, loss_bbox: 0.2046, loss_mask: 0.2450, loss: 0.7151 2022-10-01 19:06:26,273 - mmdet - INFO - Epoch [13][2300/7330] lr: 2.000e-02, eta: 4:52:02, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0531, loss_cls: 0.1996, acc: 93.0066, loss_bbox: 0.2104, loss_mask: 0.2403, loss: 0.7295 2022-10-01 19:06:36,597 - mmdet - INFO - Epoch [13][2350/7330] lr: 2.000e-02, eta: 4:51:55, time: 0.207, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0529, loss_cls: 0.1972, acc: 93.1206, loss_bbox: 0.2108, loss_mask: 0.2432, loss: 0.7327 2022-10-01 19:06:46,560 - mmdet - INFO - Epoch [13][2400/7330] lr: 2.000e-02, eta: 4:51:35, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0527, loss_cls: 0.1912, acc: 93.4944, loss_bbox: 0.1965, loss_mask: 0.2374, loss: 0.7052 2022-10-01 19:06:56,835 - mmdet - INFO - Epoch [13][2450/7330] lr: 2.000e-02, eta: 4:51:27, time: 0.205, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0512, loss_cls: 0.1970, acc: 93.1160, loss_bbox: 0.2100, loss_mask: 0.2435, loss: 0.7294 2022-10-01 19:07:06,772 - mmdet - INFO - Epoch [13][2500/7330] lr: 2.000e-02, eta: 4:51:07, time: 0.199, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0516, loss_cls: 0.1952, acc: 93.1587, loss_bbox: 0.2041, loss_mask: 0.2443, loss: 0.7213 2022-10-01 19:07:17,060 - mmdet - INFO - Epoch [13][2550/7330] lr: 2.000e-02, eta: 4:50:59, time: 0.206, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0558, loss_cls: 0.1952, acc: 93.2139, loss_bbox: 0.2116, loss_mask: 0.2482, loss: 0.7392 2022-10-01 19:07:27,014 - mmdet - INFO - Epoch [13][2600/7330] lr: 2.000e-02, eta: 4:50:40, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0529, loss_cls: 0.1981, acc: 93.0750, loss_bbox: 0.2173, loss_mask: 0.2481, loss: 0.7447 2022-10-01 19:07:37,039 - mmdet - INFO - Epoch [13][2650/7330] lr: 2.000e-02, eta: 4:50:23, time: 0.200, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0512, loss_cls: 0.1931, acc: 93.3071, loss_bbox: 0.2040, loss_mask: 0.2433, loss: 0.7162 2022-10-01 19:07:47,229 - mmdet - INFO - Epoch [13][2700/7330] lr: 2.000e-02, eta: 4:50:13, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0495, loss_cls: 0.1931, acc: 93.3003, loss_bbox: 0.2112, loss_mask: 0.2430, loss: 0.7216 2022-10-01 19:07:57,485 - mmdet - INFO - Epoch [13][2750/7330] lr: 2.000e-02, eta: 4:50:04, time: 0.205, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0534, loss_cls: 0.1998, acc: 93.0854, loss_bbox: 0.2129, loss_mask: 0.2455, loss: 0.7405 2022-10-01 19:08:07,547 - mmdet - INFO - Epoch [13][2800/7330] lr: 2.000e-02, eta: 4:49:49, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0495, loss_cls: 0.1969, acc: 93.2441, loss_bbox: 0.2085, loss_mask: 0.2413, loss: 0.7238 2022-10-01 19:08:17,591 - mmdet - INFO - Epoch [13][2850/7330] lr: 2.000e-02, eta: 4:49:34, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0490, loss_cls: 0.1846, acc: 93.5974, loss_bbox: 0.2003, loss_mask: 0.2448, loss: 0.7048 2022-10-01 19:08:27,474 - mmdet - INFO - Epoch [13][2900/7330] lr: 2.000e-02, eta: 4:49:14, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0522, loss_cls: 0.2028, acc: 93.0203, loss_bbox: 0.2133, loss_mask: 0.2434, loss: 0.7408 2022-10-01 19:08:37,405 - mmdet - INFO - Epoch [13][2950/7330] lr: 2.000e-02, eta: 4:48:56, time: 0.199, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0502, loss_cls: 0.1913, acc: 93.3440, loss_bbox: 0.2084, loss_mask: 0.2414, loss: 0.7165 2022-10-01 19:08:47,365 - mmdet - INFO - Epoch [13][3000/7330] lr: 2.000e-02, eta: 4:48:39, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0507, loss_cls: 0.1957, acc: 93.3123, loss_bbox: 0.2087, loss_mask: 0.2409, loss: 0.7220 2022-10-01 19:08:57,583 - mmdet - INFO - Epoch [13][3050/7330] lr: 2.000e-02, eta: 4:48:30, time: 0.204, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0510, loss_cls: 0.1918, acc: 93.2312, loss_bbox: 0.2114, loss_mask: 0.2404, loss: 0.7215 2022-10-01 19:09:07,616 - mmdet - INFO - Epoch [13][3100/7330] lr: 2.000e-02, eta: 4:48:15, time: 0.201, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0502, loss_cls: 0.1924, acc: 93.2375, loss_bbox: 0.2111, loss_mask: 0.2420, loss: 0.7207 2022-10-01 19:09:17,606 - mmdet - INFO - Epoch [13][3150/7330] lr: 2.000e-02, eta: 4:47:59, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0523, loss_cls: 0.1972, acc: 93.1172, loss_bbox: 0.2137, loss_mask: 0.2461, loss: 0.7370 2022-10-01 19:09:27,931 - mmdet - INFO - Epoch [13][3200/7330] lr: 2.000e-02, eta: 4:47:53, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0521, loss_cls: 0.1942, acc: 93.2329, loss_bbox: 0.2108, loss_mask: 0.2418, loss: 0.7270 2022-10-01 19:09:37,953 - mmdet - INFO - Epoch [13][3250/7330] lr: 2.000e-02, eta: 4:47:38, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0530, loss_cls: 0.1934, acc: 93.2383, loss_bbox: 0.2097, loss_mask: 0.2439, loss: 0.7263 2022-10-01 19:09:47,845 - mmdet - INFO - Epoch [13][3300/7330] lr: 2.000e-02, eta: 4:47:21, time: 0.198, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0523, loss_cls: 0.1919, acc: 93.2634, loss_bbox: 0.2062, loss_mask: 0.2371, loss: 0.7143 2022-10-01 19:09:57,883 - mmdet - INFO - Epoch [13][3350/7330] lr: 2.000e-02, eta: 4:47:07, time: 0.201, data_time: 0.041, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0523, loss_cls: 0.2012, acc: 92.9514, loss_bbox: 0.2161, loss_mask: 0.2464, loss: 0.7439 2022-10-01 19:10:08,180 - mmdet - INFO - Epoch [13][3400/7330] lr: 2.000e-02, eta: 4:46:59, time: 0.206, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0551, loss_cls: 0.2032, acc: 93.0000, loss_bbox: 0.2162, loss_mask: 0.2459, loss: 0.7504 2022-10-01 19:10:17,961 - mmdet - INFO - Epoch [13][3450/7330] lr: 2.000e-02, eta: 4:46:39, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0500, loss_cls: 0.1838, acc: 93.5652, loss_bbox: 0.2012, loss_mask: 0.2385, loss: 0.6979 2022-10-01 19:10:28,257 - mmdet - INFO - Epoch [13][3500/7330] lr: 2.000e-02, eta: 4:46:32, time: 0.206, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0515, loss_cls: 0.1995, acc: 93.1848, loss_bbox: 0.2069, loss_mask: 0.2432, loss: 0.7279 2022-10-01 19:10:38,816 - mmdet - INFO - Epoch [13][3550/7330] lr: 2.000e-02, eta: 4:46:31, time: 0.211, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0542, loss_cls: 0.1964, acc: 93.1072, loss_bbox: 0.2135, loss_mask: 0.2419, loss: 0.7357 2022-10-01 19:10:48,877 - mmdet - INFO - Epoch [13][3600/7330] lr: 2.000e-02, eta: 4:46:18, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0513, loss_cls: 0.1946, acc: 93.2441, loss_bbox: 0.2052, loss_mask: 0.2397, loss: 0.7163 2022-10-01 19:10:59,221 - mmdet - INFO - Epoch [13][3650/7330] lr: 2.000e-02, eta: 4:46:12, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0545, loss_cls: 0.2006, acc: 92.9717, loss_bbox: 0.2204, loss_mask: 0.2479, loss: 0.7529 2022-10-01 19:11:09,033 - mmdet - INFO - Epoch [13][3700/7330] lr: 2.000e-02, eta: 4:45:53, time: 0.196, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0460, loss_cls: 0.1817, acc: 93.5862, loss_bbox: 0.1996, loss_mask: 0.2365, loss: 0.6894 2022-10-01 19:11:19,109 - mmdet - INFO - Epoch [13][3750/7330] lr: 2.000e-02, eta: 4:45:40, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0522, loss_cls: 0.1987, acc: 93.0747, loss_bbox: 0.2106, loss_mask: 0.2428, loss: 0.7310 2022-10-01 19:11:29,190 - mmdet - INFO - Epoch [13][3800/7330] lr: 2.000e-02, eta: 4:45:28, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0518, loss_cls: 0.2010, acc: 93.0701, loss_bbox: 0.2118, loss_mask: 0.2487, loss: 0.7408 2022-10-01 19:11:39,175 - mmdet - INFO - Epoch [13][3850/7330] lr: 2.000e-02, eta: 4:45:14, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0515, loss_cls: 0.1939, acc: 93.3313, loss_bbox: 0.2072, loss_mask: 0.2483, loss: 0.7287 2022-10-01 19:11:49,105 - mmdet - INFO - Epoch [13][3900/7330] lr: 2.000e-02, eta: 4:44:58, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0503, loss_cls: 0.1900, acc: 93.3818, loss_bbox: 0.2063, loss_mask: 0.2366, loss: 0.7068 2022-10-01 19:11:59,137 - mmdet - INFO - Epoch [13][3950/7330] lr: 2.000e-02, eta: 4:44:45, time: 0.201, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0535, loss_cls: 0.2048, acc: 92.9307, loss_bbox: 0.2183, loss_mask: 0.2496, loss: 0.7549 2022-10-01 19:12:09,280 - mmdet - INFO - Epoch [13][4000/7330] lr: 2.000e-02, eta: 4:44:34, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0505, loss_cls: 0.1900, acc: 93.3147, loss_bbox: 0.2053, loss_mask: 0.2446, loss: 0.7197 2022-10-01 19:12:19,654 - mmdet - INFO - Epoch [13][4050/7330] lr: 2.000e-02, eta: 4:44:29, time: 0.208, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0535, loss_cls: 0.2071, acc: 92.9465, loss_bbox: 0.2169, loss_mask: 0.2511, loss: 0.7577 2022-10-01 19:12:29,408 - mmdet - INFO - Epoch [13][4100/7330] lr: 2.000e-02, eta: 4:44:10, time: 0.195, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0521, loss_cls: 0.1967, acc: 93.2292, loss_bbox: 0.2072, loss_mask: 0.2441, loss: 0.7278 2022-10-01 19:12:39,731 - mmdet - INFO - Epoch [13][4150/7330] lr: 2.000e-02, eta: 4:44:03, time: 0.206, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0545, loss_cls: 0.2053, acc: 92.9985, loss_bbox: 0.2116, loss_mask: 0.2488, loss: 0.7500 2022-10-01 19:12:49,944 - mmdet - INFO - Epoch [13][4200/7330] lr: 2.000e-02, eta: 4:43:54, time: 0.204, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0551, loss_cls: 0.2087, acc: 92.8416, loss_bbox: 0.2199, loss_mask: 0.2586, loss: 0.7720 2022-10-01 19:13:00,212 - mmdet - INFO - Epoch [13][4250/7330] lr: 2.000e-02, eta: 4:43:45, time: 0.205, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0515, loss_cls: 0.2028, acc: 92.8818, loss_bbox: 0.2141, loss_mask: 0.2444, loss: 0.7397 2022-10-01 19:13:10,467 - mmdet - INFO - Epoch [13][4300/7330] lr: 2.000e-02, eta: 4:43:37, time: 0.205, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0533, loss_cls: 0.2015, acc: 92.9827, loss_bbox: 0.2104, loss_mask: 0.2453, loss: 0.7388 2022-10-01 19:13:20,604 - mmdet - INFO - Epoch [13][4350/7330] lr: 2.000e-02, eta: 4:43:26, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0515, loss_cls: 0.1978, acc: 93.0574, loss_bbox: 0.2141, loss_mask: 0.2437, loss: 0.7330 2022-10-01 19:13:30,519 - mmdet - INFO - Epoch [13][4400/7330] lr: 2.000e-02, eta: 4:43:11, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0523, loss_cls: 0.1996, acc: 92.9785, loss_bbox: 0.2193, loss_mask: 0.2531, loss: 0.7522 2022-10-01 19:13:40,350 - mmdet - INFO - Epoch [13][4450/7330] lr: 2.000e-02, eta: 4:42:55, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0491, loss_cls: 0.1925, acc: 93.3967, loss_bbox: 0.2061, loss_mask: 0.2472, loss: 0.7206 2022-10-01 19:13:50,491 - mmdet - INFO - Epoch [13][4500/7330] lr: 2.000e-02, eta: 4:42:44, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0499, loss_cls: 0.1964, acc: 93.1497, loss_bbox: 0.2099, loss_mask: 0.2398, loss: 0.7240 2022-10-01 19:14:00,928 - mmdet - INFO - Epoch [13][4550/7330] lr: 2.000e-02, eta: 4:42:39, time: 0.209, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0524, loss_cls: 0.2055, acc: 92.8174, loss_bbox: 0.2158, loss_mask: 0.2450, loss: 0.7469 2022-10-01 19:14:10,887 - mmdet - INFO - Epoch [13][4600/7330] lr: 2.000e-02, eta: 4:42:25, time: 0.199, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0524, loss_cls: 0.1969, acc: 93.1335, loss_bbox: 0.2086, loss_mask: 0.2452, loss: 0.7312 2022-10-01 19:14:20,984 - mmdet - INFO - Epoch [13][4650/7330] lr: 2.000e-02, eta: 4:42:13, time: 0.202, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0508, loss_cls: 0.1946, acc: 93.2756, loss_bbox: 0.2068, loss_mask: 0.2421, loss: 0.7218 2022-10-01 19:14:31,092 - mmdet - INFO - Epoch [13][4700/7330] lr: 2.000e-02, eta: 4:42:02, time: 0.202, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0530, loss_cls: 0.1957, acc: 93.2366, loss_bbox: 0.2199, loss_mask: 0.2470, loss: 0.7416 2022-10-01 19:14:40,998 - mmdet - INFO - Epoch [13][4750/7330] lr: 2.000e-02, eta: 4:41:48, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0520, loss_cls: 0.1971, acc: 93.2639, loss_bbox: 0.2091, loss_mask: 0.2428, loss: 0.7291 2022-10-01 19:14:50,890 - mmdet - INFO - Epoch [13][4800/7330] lr: 2.000e-02, eta: 4:41:33, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0512, loss_cls: 0.1986, acc: 93.1392, loss_bbox: 0.2099, loss_mask: 0.2427, loss: 0.7297 2022-10-01 19:15:01,210 - mmdet - INFO - Epoch [13][4850/7330] lr: 2.000e-02, eta: 4:41:25, time: 0.206, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0548, loss_cls: 0.2013, acc: 93.0908, loss_bbox: 0.2134, loss_mask: 0.2471, loss: 0.7445 2022-10-01 19:15:11,369 - mmdet - INFO - Epoch [13][4900/7330] lr: 2.000e-02, eta: 4:41:15, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0532, loss_cls: 0.2050, acc: 92.8042, loss_bbox: 0.2260, loss_mask: 0.2556, loss: 0.7679 2022-10-01 19:15:21,277 - mmdet - INFO - Epoch [13][4950/7330] lr: 2.000e-02, eta: 4:41:01, time: 0.198, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0541, loss_cls: 0.2033, acc: 92.8582, loss_bbox: 0.2211, loss_mask: 0.2472, loss: 0.7536 2022-10-01 19:15:31,105 - mmdet - INFO - Epoch [13][5000/7330] lr: 2.000e-02, eta: 4:40:45, time: 0.197, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0491, loss_cls: 0.1939, acc: 93.1692, loss_bbox: 0.2106, loss_mask: 0.2448, loss: 0.7251 2022-10-01 19:15:41,267 - mmdet - INFO - Epoch [13][5050/7330] lr: 2.000e-02, eta: 4:40:35, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0546, loss_cls: 0.2031, acc: 93.0637, loss_bbox: 0.2091, loss_mask: 0.2404, loss: 0.7350 2022-10-01 19:15:51,118 - mmdet - INFO - Epoch [13][5100/7330] lr: 2.000e-02, eta: 4:40:20, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0536, loss_cls: 0.1919, acc: 93.2686, loss_bbox: 0.2043, loss_mask: 0.2455, loss: 0.7223 2022-10-01 19:16:01,456 - mmdet - INFO - Epoch [13][5150/7330] lr: 2.000e-02, eta: 4:40:13, time: 0.207, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0534, loss_cls: 0.2057, acc: 92.8872, loss_bbox: 0.2124, loss_mask: 0.2490, loss: 0.7469 2022-10-01 19:16:11,580 - mmdet - INFO - Epoch [13][5200/7330] lr: 2.000e-02, eta: 4:40:03, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0510, loss_cls: 0.2008, acc: 92.9133, loss_bbox: 0.2129, loss_mask: 0.2478, loss: 0.7405 2022-10-01 19:16:21,606 - mmdet - INFO - Epoch [13][5250/7330] lr: 2.000e-02, eta: 4:39:50, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0530, loss_cls: 0.1971, acc: 93.1943, loss_bbox: 0.2051, loss_mask: 0.2366, loss: 0.7169 2022-10-01 19:16:31,742 - mmdet - INFO - Epoch [13][5300/7330] lr: 2.000e-02, eta: 4:39:40, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0523, loss_cls: 0.2009, acc: 93.1174, loss_bbox: 0.2108, loss_mask: 0.2432, loss: 0.7335 2022-10-01 19:16:41,759 - mmdet - INFO - Epoch [13][5350/7330] lr: 2.000e-02, eta: 4:39:28, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0520, loss_cls: 0.1973, acc: 93.1533, loss_bbox: 0.2147, loss_mask: 0.2477, loss: 0.7395 2022-10-01 19:16:51,724 - mmdet - INFO - Epoch [13][5400/7330] lr: 2.000e-02, eta: 4:39:15, time: 0.199, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0513, loss_cls: 0.1956, acc: 93.1536, loss_bbox: 0.2134, loss_mask: 0.2453, loss: 0.7330 2022-10-01 19:17:01,538 - mmdet - INFO - Epoch [13][5450/7330] lr: 2.000e-02, eta: 4:39:00, time: 0.196, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0541, loss_cls: 0.2039, acc: 92.9846, loss_bbox: 0.2124, loss_mask: 0.2487, loss: 0.7465 2022-10-01 19:17:11,310 - mmdet - INFO - Epoch [13][5500/7330] lr: 2.000e-02, eta: 4:38:44, time: 0.195, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0479, loss_cls: 0.1927, acc: 93.3391, loss_bbox: 0.2023, loss_mask: 0.2395, loss: 0.7083 2022-10-01 19:17:21,101 - mmdet - INFO - Epoch [13][5550/7330] lr: 2.000e-02, eta: 4:38:29, time: 0.196, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0511, loss_cls: 0.1980, acc: 93.0852, loss_bbox: 0.2087, loss_mask: 0.2436, loss: 0.7281 2022-10-01 19:17:31,451 - mmdet - INFO - Epoch [13][5600/7330] lr: 2.000e-02, eta: 4:38:22, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0531, loss_cls: 0.2051, acc: 92.8682, loss_bbox: 0.2191, loss_mask: 0.2451, loss: 0.7524 2022-10-01 19:17:41,979 - mmdet - INFO - Epoch [13][5650/7330] lr: 2.000e-02, eta: 4:38:17, time: 0.211, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0544, loss_cls: 0.2070, acc: 92.8462, loss_bbox: 0.2193, loss_mask: 0.2453, loss: 0.7558 2022-10-01 19:17:51,844 - mmdet - INFO - Epoch [13][5700/7330] lr: 2.000e-02, eta: 4:38:03, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0529, loss_cls: 0.1931, acc: 93.3274, loss_bbox: 0.2043, loss_mask: 0.2425, loss: 0.7176 2022-10-01 19:18:02,026 - mmdet - INFO - Epoch [13][5750/7330] lr: 2.000e-02, eta: 4:37:53, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0521, loss_cls: 0.2038, acc: 92.9431, loss_bbox: 0.2205, loss_mask: 0.2504, loss: 0.7556 2022-10-01 19:18:12,103 - mmdet - INFO - Epoch [13][5800/7330] lr: 2.000e-02, eta: 4:37:42, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0528, loss_cls: 0.1946, acc: 93.2161, loss_bbox: 0.2099, loss_mask: 0.2475, loss: 0.7347 2022-10-01 19:18:22,389 - mmdet - INFO - Epoch [13][5850/7330] lr: 2.000e-02, eta: 4:37:34, time: 0.206, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0524, loss_cls: 0.1998, acc: 93.0376, loss_bbox: 0.2126, loss_mask: 0.2436, loss: 0.7376 2022-10-01 19:18:32,576 - mmdet - INFO - Epoch [13][5900/7330] lr: 2.000e-02, eta: 4:37:25, time: 0.204, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0524, loss_cls: 0.1992, acc: 93.1582, loss_bbox: 0.2128, loss_mask: 0.2429, loss: 0.7354 2022-10-01 19:18:42,478 - mmdet - INFO - Epoch [13][5950/7330] lr: 2.000e-02, eta: 4:37:11, time: 0.198, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0533, loss_cls: 0.1968, acc: 93.1519, loss_bbox: 0.2117, loss_mask: 0.2495, loss: 0.7398 2022-10-01 19:18:52,569 - mmdet - INFO - Epoch [13][6000/7330] lr: 2.000e-02, eta: 4:37:00, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0531, loss_cls: 0.1989, acc: 93.1067, loss_bbox: 0.2169, loss_mask: 0.2444, loss: 0.7410 2022-10-01 19:19:02,531 - mmdet - INFO - Epoch [13][6050/7330] lr: 2.000e-02, eta: 4:36:48, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0501, loss_cls: 0.1848, acc: 93.6160, loss_bbox: 0.2007, loss_mask: 0.2437, loss: 0.7071 2022-10-01 19:19:12,973 - mmdet - INFO - Epoch [13][6100/7330] lr: 2.000e-02, eta: 4:36:42, time: 0.209, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0519, loss_cls: 0.1975, acc: 93.1687, loss_bbox: 0.2080, loss_mask: 0.2439, loss: 0.7292 2022-10-01 19:19:23,089 - mmdet - INFO - Epoch [13][6150/7330] lr: 2.000e-02, eta: 4:36:31, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0539, loss_cls: 0.1985, acc: 93.0393, loss_bbox: 0.2144, loss_mask: 0.2442, loss: 0.7376 2022-10-01 19:19:33,296 - mmdet - INFO - Epoch [13][6200/7330] lr: 2.000e-02, eta: 4:36:22, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0522, loss_cls: 0.2036, acc: 92.9497, loss_bbox: 0.2158, loss_mask: 0.2490, loss: 0.7479 2022-10-01 19:19:43,545 - mmdet - INFO - Epoch [13][6250/7330] lr: 2.000e-02, eta: 4:36:13, time: 0.205, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0538, loss_cls: 0.2023, acc: 92.9663, loss_bbox: 0.2138, loss_mask: 0.2454, loss: 0.7424 2022-10-01 19:19:53,619 - mmdet - INFO - Epoch [13][6300/7330] lr: 2.000e-02, eta: 4:36:02, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0504, loss_cls: 0.1985, acc: 93.1311, loss_bbox: 0.2049, loss_mask: 0.2429, loss: 0.7241 2022-10-01 19:20:03,642 - mmdet - INFO - Epoch [13][6350/7330] lr: 2.000e-02, eta: 4:35:51, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0509, loss_cls: 0.1994, acc: 93.0498, loss_bbox: 0.2098, loss_mask: 0.2417, loss: 0.7297 2022-10-01 19:20:13,783 - mmdet - INFO - Epoch [13][6400/7330] lr: 2.000e-02, eta: 4:35:41, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0504, loss_cls: 0.1981, acc: 93.0315, loss_bbox: 0.2138, loss_mask: 0.2487, loss: 0.7416 2022-10-01 19:20:23,897 - mmdet - INFO - Epoch [13][6450/7330] lr: 2.000e-02, eta: 4:35:30, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0536, loss_cls: 0.1985, acc: 93.0698, loss_bbox: 0.2161, loss_mask: 0.2440, loss: 0.7411 2022-10-01 19:20:33,864 - mmdet - INFO - Epoch [13][6500/7330] lr: 2.000e-02, eta: 4:35:18, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0520, loss_cls: 0.1983, acc: 93.0410, loss_bbox: 0.2145, loss_mask: 0.2421, loss: 0.7337 2022-10-01 19:20:44,331 - mmdet - INFO - Epoch [13][6550/7330] lr: 2.000e-02, eta: 4:35:12, time: 0.209, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0541, loss_cls: 0.2051, acc: 92.7683, loss_bbox: 0.2248, loss_mask: 0.2496, loss: 0.7635 2022-10-01 19:20:54,348 - mmdet - INFO - Epoch [13][6600/7330] lr: 2.000e-02, eta: 4:35:00, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0531, loss_cls: 0.2045, acc: 92.9700, loss_bbox: 0.2115, loss_mask: 0.2409, loss: 0.7391 2022-10-01 19:21:04,208 - mmdet - INFO - Epoch [13][6650/7330] lr: 2.000e-02, eta: 4:34:46, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0538, loss_cls: 0.2034, acc: 93.0657, loss_bbox: 0.2125, loss_mask: 0.2456, loss: 0.7431 2022-10-01 19:21:14,513 - mmdet - INFO - Epoch [13][6700/7330] lr: 2.000e-02, eta: 4:34:38, time: 0.206, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0535, loss_cls: 0.2051, acc: 93.0251, loss_bbox: 0.2089, loss_mask: 0.2471, loss: 0.7448 2022-10-01 19:21:24,846 - mmdet - INFO - Epoch [13][6750/7330] lr: 2.000e-02, eta: 4:34:30, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0531, loss_cls: 0.2039, acc: 93.0234, loss_bbox: 0.2139, loss_mask: 0.2450, loss: 0.7434 2022-10-01 19:21:34,590 - mmdet - INFO - Epoch [13][6800/7330] lr: 2.000e-02, eta: 4:34:16, time: 0.195, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0509, loss_cls: 0.1960, acc: 93.2256, loss_bbox: 0.2065, loss_mask: 0.2464, loss: 0.7270 2022-10-01 19:21:44,866 - mmdet - INFO - Epoch [13][6850/7330] lr: 2.000e-02, eta: 4:34:07, time: 0.206, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0554, loss_cls: 0.2094, acc: 92.7869, loss_bbox: 0.2203, loss_mask: 0.2515, loss: 0.7680 2022-10-01 19:21:54,681 - mmdet - INFO - Epoch [13][6900/7330] lr: 2.000e-02, eta: 4:33:53, time: 0.196, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0494, loss_cls: 0.1889, acc: 93.3799, loss_bbox: 0.2047, loss_mask: 0.2421, loss: 0.7129 2022-10-01 19:22:04,407 - mmdet - INFO - Epoch [13][6950/7330] lr: 2.000e-02, eta: 4:33:38, time: 0.195, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0519, loss_cls: 0.2038, acc: 93.0920, loss_bbox: 0.2129, loss_mask: 0.2518, loss: 0.7486 2022-10-01 19:22:14,343 - mmdet - INFO - Epoch [13][7000/7330] lr: 2.000e-02, eta: 4:33:26, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0536, loss_cls: 0.1957, acc: 93.2905, loss_bbox: 0.2066, loss_mask: 0.2472, loss: 0.7331 2022-10-01 19:22:24,420 - mmdet - INFO - Epoch [13][7050/7330] lr: 2.000e-02, eta: 4:33:15, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0512, loss_cls: 0.1996, acc: 93.0293, loss_bbox: 0.2099, loss_mask: 0.2430, loss: 0.7305 2022-10-01 19:22:34,581 - mmdet - INFO - Epoch [13][7100/7330] lr: 2.000e-02, eta: 4:33:05, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0532, loss_cls: 0.2038, acc: 92.9185, loss_bbox: 0.2128, loss_mask: 0.2488, loss: 0.7461 2022-10-01 19:22:44,724 - mmdet - INFO - Epoch [13][7150/7330] lr: 2.000e-02, eta: 4:32:55, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0515, loss_cls: 0.2024, acc: 93.0764, loss_bbox: 0.2113, loss_mask: 0.2432, loss: 0.7343 2022-10-01 19:22:54,607 - mmdet - INFO - Epoch [13][7200/7330] lr: 2.000e-02, eta: 4:32:42, time: 0.198, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0495, loss_cls: 0.2040, acc: 92.9846, loss_bbox: 0.2107, loss_mask: 0.2481, loss: 0.7412 2022-10-01 19:23:04,550 - mmdet - INFO - Epoch [13][7250/7330] lr: 2.000e-02, eta: 4:32:30, time: 0.199, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0528, loss_cls: 0.1998, acc: 93.0972, loss_bbox: 0.2112, loss_mask: 0.2427, loss: 0.7337 2022-10-01 19:23:14,129 - mmdet - INFO - Epoch [13][7300/7330] lr: 2.000e-02, eta: 4:32:14, time: 0.192, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0503, loss_cls: 0.1975, acc: 93.2417, loss_bbox: 0.2053, loss_mask: 0.2435, loss: 0.7236 2022-10-01 19:23:20,496 - mmdet - INFO - Saving checkpoint at 13 epochs 2022-10-01 19:24:00,594 - mmdet - INFO - Evaluating bbox... 2022-10-01 19:24:26,652 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.358 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.547 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.390 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.201 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.390 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.468 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.287 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.538 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.641 2022-10-01 19:24:26,653 - mmdet - INFO - Evaluating segm... 2022-10-01 19:24:58,089 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.324 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.518 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.144 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.450 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.450 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.450 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.241 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.486 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.598 2022-10-01 19:24:59,113 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_13.pth. 2022-10-01 19:24:59,113 - mmdet - INFO - Best bbox_mAP is 0.3580 at 13 epoch. 2022-10-01 19:24:59,114 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 19:24:59,114 - mmdet - INFO - Epoch(val) [13][625] bbox_mAP: 0.3580, bbox_mAP_50: 0.5470, bbox_mAP_75: 0.3900, bbox_mAP_s: 0.2010, bbox_mAP_m: 0.3900, bbox_mAP_l: 0.4680, bbox_mAP_copypaste: 0.358 0.547 0.390 0.201 0.390 0.468, segm_mAP: 0.3240, segm_mAP_50: 0.5180, segm_mAP_75: 0.3460, segm_mAP_s: 0.1440, segm_mAP_m: 0.3460, segm_mAP_l: 0.4750, segm_mAP_copypaste: 0.324 0.518 0.346 0.144 0.346 0.475 2022-10-01 19:25:12,405 - mmdet - INFO - Epoch [14][50/7330] lr: 2.000e-02, eta: 4:31:26, time: 0.265, data_time: 0.090, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0517, loss_cls: 0.1914, acc: 93.2688, loss_bbox: 0.2101, loss_mask: 0.2433, loss: 0.7223 2022-10-01 19:25:22,902 - mmdet - INFO - Epoch [14][100/7330] lr: 2.000e-02, eta: 4:31:20, time: 0.210, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0509, loss_cls: 0.1956, acc: 93.1018, loss_bbox: 0.2112, loss_mask: 0.2426, loss: 0.7268 2022-10-01 19:25:33,338 - mmdet - INFO - Epoch [14][150/7330] lr: 2.000e-02, eta: 4:31:13, time: 0.209, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0538, loss_cls: 0.1944, acc: 93.0471, loss_bbox: 0.2160, loss_mask: 0.2474, loss: 0.7369 2022-10-01 19:25:43,530 - mmdet - INFO - Epoch [14][200/7330] lr: 2.000e-02, eta: 4:31:04, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0519, loss_cls: 0.1884, acc: 93.3706, loss_bbox: 0.2074, loss_mask: 0.2387, loss: 0.7105 2022-10-01 19:25:53,492 - mmdet - INFO - Epoch [14][250/7330] lr: 2.000e-02, eta: 4:30:52, time: 0.199, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0518, loss_cls: 0.1847, acc: 93.4929, loss_bbox: 0.2009, loss_mask: 0.2335, loss: 0.6961 2022-10-01 19:26:03,791 - mmdet - INFO - Epoch [14][300/7330] lr: 2.000e-02, eta: 4:30:44, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0499, loss_cls: 0.1861, acc: 93.4436, loss_bbox: 0.2052, loss_mask: 0.2378, loss: 0.7026 2022-10-01 19:26:13,705 - mmdet - INFO - Epoch [14][350/7330] lr: 2.000e-02, eta: 4:30:32, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0498, loss_cls: 0.1879, acc: 93.3105, loss_bbox: 0.2112, loss_mask: 0.2405, loss: 0.7144 2022-10-01 19:26:23,588 - mmdet - INFO - Epoch [14][400/7330] lr: 2.000e-02, eta: 4:30:20, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0487, loss_cls: 0.1864, acc: 93.4023, loss_bbox: 0.1987, loss_mask: 0.2373, loss: 0.6962 2022-10-01 19:26:34,054 - mmdet - INFO - Epoch [14][450/7330] lr: 2.000e-02, eta: 4:30:13, time: 0.209, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0507, loss_cls: 0.1873, acc: 93.4011, loss_bbox: 0.2075, loss_mask: 0.2367, loss: 0.7094 2022-10-01 19:26:44,264 - mmdet - INFO - Epoch [14][500/7330] lr: 2.000e-02, eta: 4:30:04, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0528, loss_cls: 0.1891, acc: 93.3154, loss_bbox: 0.2098, loss_mask: 0.2420, loss: 0.7199 2022-10-01 19:26:54,252 - mmdet - INFO - Epoch [14][550/7330] lr: 2.000e-02, eta: 4:29:53, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0515, loss_cls: 0.1935, acc: 93.1782, loss_bbox: 0.2147, loss_mask: 0.2431, loss: 0.7286 2022-10-01 19:27:04,308 - mmdet - INFO - Epoch [14][600/7330] lr: 2.000e-02, eta: 4:29:42, time: 0.201, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0512, loss_cls: 0.1900, acc: 93.3711, loss_bbox: 0.2068, loss_mask: 0.2406, loss: 0.7129 2022-10-01 19:27:14,336 - mmdet - INFO - Epoch [14][650/7330] lr: 2.000e-02, eta: 4:29:31, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0508, loss_cls: 0.1879, acc: 93.3247, loss_bbox: 0.2042, loss_mask: 0.2384, loss: 0.7059 2022-10-01 19:27:24,663 - mmdet - INFO - Epoch [14][700/7330] lr: 2.000e-02, eta: 4:29:23, time: 0.207, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0514, loss_cls: 0.1873, acc: 93.3665, loss_bbox: 0.2095, loss_mask: 0.2382, loss: 0.7118 2022-10-01 19:27:34,495 - mmdet - INFO - Epoch [14][750/7330] lr: 2.000e-02, eta: 4:29:10, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0488, loss_cls: 0.1824, acc: 93.5437, loss_bbox: 0.2027, loss_mask: 0.2350, loss: 0.6943 2022-10-01 19:27:44,556 - mmdet - INFO - Epoch [14][800/7330] lr: 2.000e-02, eta: 4:29:00, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0522, loss_cls: 0.1918, acc: 93.2881, loss_bbox: 0.2070, loss_mask: 0.2422, loss: 0.7181 2022-10-01 19:27:54,903 - mmdet - INFO - Epoch [14][850/7330] lr: 2.000e-02, eta: 4:28:52, time: 0.207, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0510, loss_cls: 0.1925, acc: 93.2263, loss_bbox: 0.2133, loss_mask: 0.2394, loss: 0.7223 2022-10-01 19:28:05,240 - mmdet - INFO - Epoch [14][900/7330] lr: 2.000e-02, eta: 4:28:44, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0548, loss_cls: 0.1909, acc: 93.2461, loss_bbox: 0.2063, loss_mask: 0.2408, loss: 0.7185 2022-10-01 19:28:15,588 - mmdet - INFO - Epoch [14][950/7330] lr: 2.000e-02, eta: 4:28:36, time: 0.207, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0546, loss_cls: 0.1906, acc: 93.3081, loss_bbox: 0.2116, loss_mask: 0.2397, loss: 0.7226 2022-10-01 19:28:25,513 - mmdet - INFO - Epoch [14][1000/7330] lr: 2.000e-02, eta: 4:28:24, time: 0.198, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0487, loss_cls: 0.1938, acc: 93.1868, loss_bbox: 0.2118, loss_mask: 0.2354, loss: 0.7126 2022-10-01 19:28:35,729 - mmdet - INFO - Epoch [14][1050/7330] lr: 2.000e-02, eta: 4:28:15, time: 0.204, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0536, loss_cls: 0.1973, acc: 93.0657, loss_bbox: 0.2147, loss_mask: 0.2449, loss: 0.7383 2022-10-01 19:28:45,916 - mmdet - INFO - Epoch [14][1100/7330] lr: 2.000e-02, eta: 4:28:06, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0550, loss_cls: 0.2017, acc: 92.9790, loss_bbox: 0.2144, loss_mask: 0.2397, loss: 0.7393 2022-10-01 19:28:56,098 - mmdet - INFO - Epoch [14][1150/7330] lr: 2.000e-02, eta: 4:27:56, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0500, loss_cls: 0.1851, acc: 93.5103, loss_bbox: 0.2069, loss_mask: 0.2393, loss: 0.7072 2022-10-01 19:29:06,066 - mmdet - INFO - Epoch [14][1200/7330] lr: 2.000e-02, eta: 4:27:45, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0495, loss_cls: 0.1906, acc: 93.3284, loss_bbox: 0.2048, loss_mask: 0.2365, loss: 0.7077 2022-10-01 19:29:15,731 - mmdet - INFO - Epoch [14][1250/7330] lr: 2.000e-02, eta: 4:27:30, time: 0.193, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0506, loss_cls: 0.1845, acc: 93.5181, loss_bbox: 0.2031, loss_mask: 0.2402, loss: 0.7025 2022-10-01 19:29:25,611 - mmdet - INFO - Epoch [14][1300/7330] lr: 2.000e-02, eta: 4:27:18, time: 0.198, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0499, loss_cls: 0.1852, acc: 93.5615, loss_bbox: 0.2025, loss_mask: 0.2415, loss: 0.7055 2022-10-01 19:29:35,512 - mmdet - INFO - Epoch [14][1350/7330] lr: 2.000e-02, eta: 4:27:06, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0512, loss_cls: 0.1961, acc: 93.0481, loss_bbox: 0.2149, loss_mask: 0.2425, loss: 0.7291 2022-10-01 19:29:45,353 - mmdet - INFO - Epoch [14][1400/7330] lr: 2.000e-02, eta: 4:26:54, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0515, loss_cls: 0.1971, acc: 93.1655, loss_bbox: 0.2115, loss_mask: 0.2397, loss: 0.7248 2022-10-01 19:29:55,119 - mmdet - INFO - Epoch [14][1450/7330] lr: 2.000e-02, eta: 4:26:40, time: 0.195, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0496, loss_cls: 0.1907, acc: 93.2839, loss_bbox: 0.2047, loss_mask: 0.2434, loss: 0.7124 2022-10-01 19:30:05,171 - mmdet - INFO - Epoch [14][1500/7330] lr: 2.000e-02, eta: 4:26:30, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0505, loss_cls: 0.1974, acc: 93.1143, loss_bbox: 0.2164, loss_mask: 0.2409, loss: 0.7335 2022-10-01 19:30:15,066 - mmdet - INFO - Epoch [14][1550/7330] lr: 2.000e-02, eta: 4:26:18, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0509, loss_cls: 0.1886, acc: 93.4263, loss_bbox: 0.2030, loss_mask: 0.2419, loss: 0.7108 2022-10-01 19:30:24,856 - mmdet - INFO - Epoch [14][1600/7330] lr: 2.000e-02, eta: 4:26:05, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0498, loss_cls: 0.1838, acc: 93.4976, loss_bbox: 0.2022, loss_mask: 0.2399, loss: 0.6998 2022-10-01 19:30:34,659 - mmdet - INFO - Epoch [14][1650/7330] lr: 2.000e-02, eta: 4:25:52, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0497, loss_cls: 0.1836, acc: 93.5664, loss_bbox: 0.2009, loss_mask: 0.2395, loss: 0.6996 2022-10-01 19:30:44,438 - mmdet - INFO - Epoch [14][1700/7330] lr: 2.000e-02, eta: 4:25:39, time: 0.196, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0514, loss_cls: 0.1912, acc: 93.3438, loss_bbox: 0.2045, loss_mask: 0.2414, loss: 0.7139 2022-10-01 19:30:54,166 - mmdet - INFO - Epoch [14][1750/7330] lr: 2.000e-02, eta: 4:25:26, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0494, loss_cls: 0.1846, acc: 93.4570, loss_bbox: 0.2061, loss_mask: 0.2382, loss: 0.7019 2022-10-01 19:31:04,102 - mmdet - INFO - Epoch [14][1800/7330] lr: 2.000e-02, eta: 4:25:15, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0526, loss_cls: 0.1937, acc: 93.2827, loss_bbox: 0.2102, loss_mask: 0.2437, loss: 0.7280 2022-10-01 19:31:14,088 - mmdet - INFO - Epoch [14][1850/7330] lr: 2.000e-02, eta: 4:25:04, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0514, loss_cls: 0.1910, acc: 93.2793, loss_bbox: 0.2071, loss_mask: 0.2443, loss: 0.7202 2022-10-01 19:31:23,908 - mmdet - INFO - Epoch [14][1900/7330] lr: 2.000e-02, eta: 4:24:51, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0509, loss_cls: 0.1920, acc: 93.2394, loss_bbox: 0.2123, loss_mask: 0.2436, loss: 0.7258 2022-10-01 19:31:33,757 - mmdet - INFO - Epoch [14][1950/7330] lr: 2.000e-02, eta: 4:24:39, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0510, loss_cls: 0.1889, acc: 93.3723, loss_bbox: 0.2052, loss_mask: 0.2387, loss: 0.7102 2022-10-01 19:31:43,703 - mmdet - INFO - Epoch [14][2000/7330] lr: 2.000e-02, eta: 4:24:28, time: 0.199, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0498, loss_cls: 0.1789, acc: 93.7495, loss_bbox: 0.1989, loss_mask: 0.2407, loss: 0.6937 2022-10-01 19:31:53,793 - mmdet - INFO - Epoch [14][2050/7330] lr: 2.000e-02, eta: 4:24:18, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0534, loss_cls: 0.1886, acc: 93.3762, loss_bbox: 0.2071, loss_mask: 0.2395, loss: 0.7134 2022-10-01 19:32:03,761 - mmdet - INFO - Epoch [14][2100/7330] lr: 2.000e-02, eta: 4:24:07, time: 0.199, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0514, loss_cls: 0.1914, acc: 93.1089, loss_bbox: 0.2117, loss_mask: 0.2390, loss: 0.7195 2022-10-01 19:32:13,865 - mmdet - INFO - Epoch [14][2150/7330] lr: 2.000e-02, eta: 4:23:57, time: 0.202, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0563, loss_cls: 0.1969, acc: 93.1248, loss_bbox: 0.2124, loss_mask: 0.2447, loss: 0.7396 2022-10-01 19:32:23,818 - mmdet - INFO - Epoch [14][2200/7330] lr: 2.000e-02, eta: 4:23:45, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0492, loss_cls: 0.1862, acc: 93.4194, loss_bbox: 0.2014, loss_mask: 0.2373, loss: 0.6981 2022-10-01 19:32:33,656 - mmdet - INFO - Epoch [14][2250/7330] lr: 2.000e-02, eta: 4:23:33, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0529, loss_cls: 0.1899, acc: 93.3105, loss_bbox: 0.2106, loss_mask: 0.2409, loss: 0.7200 2022-10-01 19:32:43,306 - mmdet - INFO - Epoch [14][2300/7330] lr: 2.000e-02, eta: 4:23:20, time: 0.193, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0513, loss_cls: 0.1933, acc: 93.3254, loss_bbox: 0.2045, loss_mask: 0.2349, loss: 0.7102 2022-10-01 19:32:53,196 - mmdet - INFO - Epoch [14][2350/7330] lr: 2.000e-02, eta: 4:23:08, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0517, loss_cls: 0.1963, acc: 93.1396, loss_bbox: 0.2116, loss_mask: 0.2403, loss: 0.7273 2022-10-01 19:33:03,325 - mmdet - INFO - Epoch [14][2400/7330] lr: 2.000e-02, eta: 4:22:58, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0508, loss_cls: 0.1962, acc: 93.2329, loss_bbox: 0.2161, loss_mask: 0.2425, loss: 0.7334 2022-10-01 19:33:14,062 - mmdet - INFO - Epoch [14][2450/7330] lr: 2.000e-02, eta: 4:22:53, time: 0.215, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0561, loss_cls: 0.1956, acc: 93.2043, loss_bbox: 0.2156, loss_mask: 0.2438, loss: 0.7424 2022-10-01 19:33:24,163 - mmdet - INFO - Epoch [14][2500/7330] lr: 2.000e-02, eta: 4:22:43, time: 0.202, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0522, loss_cls: 0.1943, acc: 93.1279, loss_bbox: 0.2141, loss_mask: 0.2390, loss: 0.7270 2022-10-01 19:33:33,818 - mmdet - INFO - Epoch [14][2550/7330] lr: 2.000e-02, eta: 4:22:30, time: 0.193, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0501, loss_cls: 0.1945, acc: 93.1677, loss_bbox: 0.2097, loss_mask: 0.2397, loss: 0.7196 2022-10-01 19:33:43,802 - mmdet - INFO - Epoch [14][2600/7330] lr: 2.000e-02, eta: 4:22:19, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0515, loss_cls: 0.1879, acc: 93.4146, loss_bbox: 0.2019, loss_mask: 0.2382, loss: 0.7044 2022-10-01 19:33:54,049 - mmdet - INFO - Epoch [14][2650/7330] lr: 2.000e-02, eta: 4:22:10, time: 0.205, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0543, loss_cls: 0.1981, acc: 92.9446, loss_bbox: 0.2139, loss_mask: 0.2451, loss: 0.7386 2022-10-01 19:34:03,657 - mmdet - INFO - Epoch [14][2700/7330] lr: 2.000e-02, eta: 4:21:56, time: 0.192, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0481, loss_cls: 0.1825, acc: 93.6536, loss_bbox: 0.1922, loss_mask: 0.2391, loss: 0.6863 2022-10-01 19:34:13,763 - mmdet - INFO - Epoch [14][2750/7330] lr: 2.000e-02, eta: 4:21:46, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0532, loss_cls: 0.1997, acc: 93.0020, loss_bbox: 0.2135, loss_mask: 0.2412, loss: 0.7332 2022-10-01 19:34:23,608 - mmdet - INFO - Epoch [14][2800/7330] lr: 2.000e-02, eta: 4:21:34, time: 0.197, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0503, loss_cls: 0.2010, acc: 93.0457, loss_bbox: 0.2128, loss_mask: 0.2402, loss: 0.7293 2022-10-01 19:34:33,703 - mmdet - INFO - Epoch [14][2850/7330] lr: 2.000e-02, eta: 4:21:24, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0511, loss_cls: 0.2021, acc: 92.8933, loss_bbox: 0.2182, loss_mask: 0.2482, loss: 0.7459 2022-10-01 19:34:43,522 - mmdet - INFO - Epoch [14][2900/7330] lr: 2.000e-02, eta: 4:21:12, time: 0.196, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0484, loss_cls: 0.1851, acc: 93.5205, loss_bbox: 0.2068, loss_mask: 0.2415, loss: 0.7074 2022-10-01 19:34:53,169 - mmdet - INFO - Epoch [14][2950/7330] lr: 2.000e-02, eta: 4:20:59, time: 0.193, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0518, loss_cls: 0.1977, acc: 93.0579, loss_bbox: 0.2136, loss_mask: 0.2441, loss: 0.7348 2022-10-01 19:35:03,125 - mmdet - INFO - Epoch [14][3000/7330] lr: 2.000e-02, eta: 4:20:48, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0510, loss_cls: 0.1903, acc: 93.3049, loss_bbox: 0.2093, loss_mask: 0.2416, loss: 0.7197 2022-10-01 19:35:13,185 - mmdet - INFO - Epoch [14][3050/7330] lr: 2.000e-02, eta: 4:20:38, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0500, loss_cls: 0.1904, acc: 93.3354, loss_bbox: 0.2069, loss_mask: 0.2412, loss: 0.7144 2022-10-01 19:35:23,015 - mmdet - INFO - Epoch [14][3100/7330] lr: 2.000e-02, eta: 4:20:26, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0511, loss_cls: 0.1890, acc: 93.4163, loss_bbox: 0.2062, loss_mask: 0.2396, loss: 0.7122 2022-10-01 19:35:33,275 - mmdet - INFO - Epoch [14][3150/7330] lr: 2.000e-02, eta: 4:20:17, time: 0.205, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0536, loss_cls: 0.1936, acc: 93.1921, loss_bbox: 0.2114, loss_mask: 0.2437, loss: 0.7289 2022-10-01 19:35:43,060 - mmdet - INFO - Epoch [14][3200/7330] lr: 2.000e-02, eta: 4:20:05, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0520, loss_cls: 0.1935, acc: 93.2300, loss_bbox: 0.2078, loss_mask: 0.2386, loss: 0.7174 2022-10-01 19:35:52,959 - mmdet - INFO - Epoch [14][3250/7330] lr: 2.000e-02, eta: 4:19:53, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0521, loss_cls: 0.1993, acc: 93.0847, loss_bbox: 0.2105, loss_mask: 0.2426, loss: 0.7319 2022-10-01 19:36:03,138 - mmdet - INFO - Epoch [14][3300/7330] lr: 2.000e-02, eta: 4:19:44, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0558, loss_cls: 0.1997, acc: 93.0720, loss_bbox: 0.2177, loss_mask: 0.2457, loss: 0.7483 2022-10-01 19:36:13,054 - mmdet - INFO - Epoch [14][3350/7330] lr: 2.000e-02, eta: 4:19:33, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0543, loss_cls: 0.1948, acc: 93.3076, loss_bbox: 0.2140, loss_mask: 0.2466, loss: 0.7378 2022-10-01 19:36:23,122 - mmdet - INFO - Epoch [14][3400/7330] lr: 2.000e-02, eta: 4:19:23, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0536, loss_cls: 0.1995, acc: 93.0566, loss_bbox: 0.2164, loss_mask: 0.2427, loss: 0.7389 2022-10-01 19:36:32,991 - mmdet - INFO - Epoch [14][3450/7330] lr: 2.000e-02, eta: 4:19:11, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0518, loss_cls: 0.1937, acc: 93.3928, loss_bbox: 0.2044, loss_mask: 0.2425, loss: 0.7160 2022-10-01 19:36:43,051 - mmdet - INFO - Epoch [14][3500/7330] lr: 2.000e-02, eta: 4:19:01, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0507, loss_cls: 0.1881, acc: 93.4082, loss_bbox: 0.2054, loss_mask: 0.2394, loss: 0.7093 2022-10-01 19:36:52,774 - mmdet - INFO - Epoch [14][3550/7330] lr: 2.000e-02, eta: 4:18:48, time: 0.194, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0498, loss_cls: 0.1839, acc: 93.6641, loss_bbox: 0.1958, loss_mask: 0.2399, loss: 0.6933 2022-10-01 19:37:02,685 - mmdet - INFO - Epoch [14][3600/7330] lr: 2.000e-02, eta: 4:18:37, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0539, loss_cls: 0.1998, acc: 93.1230, loss_bbox: 0.2146, loss_mask: 0.2432, loss: 0.7380 2022-10-01 19:37:12,683 - mmdet - INFO - Epoch [14][3650/7330] lr: 2.000e-02, eta: 4:18:27, time: 0.200, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0518, loss_cls: 0.1925, acc: 93.2930, loss_bbox: 0.2107, loss_mask: 0.2360, loss: 0.7181 2022-10-01 19:37:23,068 - mmdet - INFO - Epoch [14][3700/7330] lr: 2.000e-02, eta: 4:18:19, time: 0.208, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0520, loss_cls: 0.2035, acc: 92.9280, loss_bbox: 0.2183, loss_mask: 0.2468, loss: 0.7497 2022-10-01 19:37:32,737 - mmdet - INFO - Epoch [14][3750/7330] lr: 2.000e-02, eta: 4:18:06, time: 0.193, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0522, loss_cls: 0.1957, acc: 93.1169, loss_bbox: 0.2096, loss_mask: 0.2401, loss: 0.7253 2022-10-01 19:37:42,793 - mmdet - INFO - Epoch [14][3800/7330] lr: 2.000e-02, eta: 4:17:56, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0552, loss_cls: 0.2016, acc: 92.9221, loss_bbox: 0.2148, loss_mask: 0.2464, loss: 0.7467 2022-10-01 19:37:52,612 - mmdet - INFO - Epoch [14][3850/7330] lr: 2.000e-02, eta: 4:17:44, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0503, loss_cls: 0.1856, acc: 93.4043, loss_bbox: 0.2057, loss_mask: 0.2410, loss: 0.7089 2022-10-01 19:38:02,736 - mmdet - INFO - Epoch [14][3900/7330] lr: 2.000e-02, eta: 4:17:34, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0508, loss_cls: 0.1872, acc: 93.5220, loss_bbox: 0.2004, loss_mask: 0.2435, loss: 0.7101 2022-10-01 19:38:12,574 - mmdet - INFO - Epoch [14][3950/7330] lr: 2.000e-02, eta: 4:17:22, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0514, loss_cls: 0.1959, acc: 93.2268, loss_bbox: 0.2103, loss_mask: 0.2437, loss: 0.7275 2022-10-01 19:38:22,370 - mmdet - INFO - Epoch [14][4000/7330] lr: 2.000e-02, eta: 4:17:11, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0520, loss_cls: 0.2056, acc: 92.9714, loss_bbox: 0.2176, loss_mask: 0.2486, loss: 0.7520 2022-10-01 19:38:32,412 - mmdet - INFO - Epoch [14][4050/7330] lr: 2.000e-02, eta: 4:17:00, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0530, loss_cls: 0.2035, acc: 92.8274, loss_bbox: 0.2142, loss_mask: 0.2467, loss: 0.7448 2022-10-01 19:38:42,686 - mmdet - INFO - Epoch [14][4100/7330] lr: 2.000e-02, eta: 4:16:52, time: 0.205, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0518, loss_cls: 0.1994, acc: 93.1301, loss_bbox: 0.2118, loss_mask: 0.2461, loss: 0.7356 2022-10-01 19:38:52,571 - mmdet - INFO - Epoch [14][4150/7330] lr: 2.000e-02, eta: 4:16:40, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0509, loss_cls: 0.1929, acc: 93.1804, loss_bbox: 0.2058, loss_mask: 0.2420, loss: 0.7178 2022-10-01 19:39:02,646 - mmdet - INFO - Epoch [14][4200/7330] lr: 2.000e-02, eta: 4:16:30, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0511, loss_cls: 0.1922, acc: 93.2112, loss_bbox: 0.2071, loss_mask: 0.2428, loss: 0.7181 2022-10-01 19:39:12,454 - mmdet - INFO - Epoch [14][4250/7330] lr: 2.000e-02, eta: 4:16:18, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0496, loss_cls: 0.1874, acc: 93.5242, loss_bbox: 0.1974, loss_mask: 0.2344, loss: 0.6951 2022-10-01 19:39:22,303 - mmdet - INFO - Epoch [14][4300/7330] lr: 2.000e-02, eta: 4:16:07, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0524, loss_cls: 0.1895, acc: 93.3042, loss_bbox: 0.2089, loss_mask: 0.2382, loss: 0.7147 2022-10-01 19:39:32,364 - mmdet - INFO - Epoch [14][4350/7330] lr: 2.000e-02, eta: 4:15:57, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0555, loss_cls: 0.2004, acc: 93.0303, loss_bbox: 0.2122, loss_mask: 0.2417, loss: 0.7364 2022-10-01 19:39:42,528 - mmdet - INFO - Epoch [14][4400/7330] lr: 2.000e-02, eta: 4:15:47, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0519, loss_cls: 0.1996, acc: 92.9529, loss_bbox: 0.2172, loss_mask: 0.2466, loss: 0.7422 2022-10-01 19:39:52,554 - mmdet - INFO - Epoch [14][4450/7330] lr: 2.000e-02, eta: 4:15:37, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0500, loss_cls: 0.1864, acc: 93.5635, loss_bbox: 0.1967, loss_mask: 0.2332, loss: 0.6924 2022-10-01 19:40:02,496 - mmdet - INFO - Epoch [14][4500/7330] lr: 2.000e-02, eta: 4:15:26, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0505, loss_cls: 0.1894, acc: 93.3855, loss_bbox: 0.2081, loss_mask: 0.2458, loss: 0.7199 2022-10-01 19:40:12,209 - mmdet - INFO - Epoch [14][4550/7330] lr: 2.000e-02, eta: 4:15:14, time: 0.194, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0517, loss_cls: 0.1939, acc: 93.2319, loss_bbox: 0.2063, loss_mask: 0.2429, loss: 0.7215 2022-10-01 19:40:22,131 - mmdet - INFO - Epoch [14][4600/7330] lr: 2.000e-02, eta: 4:15:03, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0509, loss_cls: 0.1855, acc: 93.5078, loss_bbox: 0.2009, loss_mask: 0.2408, loss: 0.7031 2022-10-01 19:40:32,291 - mmdet - INFO - Epoch [14][4650/7330] lr: 2.000e-02, eta: 4:14:53, time: 0.203, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0508, loss_cls: 0.1983, acc: 92.9993, loss_bbox: 0.2152, loss_mask: 0.2415, loss: 0.7337 2022-10-01 19:40:42,352 - mmdet - INFO - Epoch [14][4700/7330] lr: 2.000e-02, eta: 4:14:43, time: 0.201, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0494, loss_cls: 0.1888, acc: 93.4236, loss_bbox: 0.2015, loss_mask: 0.2416, loss: 0.7067 2022-10-01 19:40:52,305 - mmdet - INFO - Epoch [14][4750/7330] lr: 2.000e-02, eta: 4:14:33, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0527, loss_cls: 0.1990, acc: 93.0569, loss_bbox: 0.2156, loss_mask: 0.2471, loss: 0.7417 2022-10-01 19:41:02,541 - mmdet - INFO - Epoch [14][4800/7330] lr: 2.000e-02, eta: 4:14:24, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0539, loss_cls: 0.2007, acc: 93.1489, loss_bbox: 0.2154, loss_mask: 0.2429, loss: 0.7420 2022-10-01 19:41:12,606 - mmdet - INFO - Epoch [14][4850/7330] lr: 2.000e-02, eta: 4:14:14, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0524, loss_cls: 0.1961, acc: 93.2188, loss_bbox: 0.2063, loss_mask: 0.2466, loss: 0.7295 2022-10-01 19:41:22,650 - mmdet - INFO - Epoch [14][4900/7330] lr: 2.000e-02, eta: 4:14:03, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0511, loss_cls: 0.1934, acc: 93.2302, loss_bbox: 0.2054, loss_mask: 0.2401, loss: 0.7172 2022-10-01 19:41:32,421 - mmdet - INFO - Epoch [14][4950/7330] lr: 2.000e-02, eta: 4:13:52, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0488, loss_cls: 0.1872, acc: 93.4375, loss_bbox: 0.2026, loss_mask: 0.2414, loss: 0.7056 2022-10-01 19:41:42,677 - mmdet - INFO - Epoch [14][5000/7330] lr: 2.000e-02, eta: 4:13:43, time: 0.205, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0551, loss_cls: 0.2038, acc: 92.8801, loss_bbox: 0.2183, loss_mask: 0.2432, loss: 0.7478 2022-10-01 19:41:52,607 - mmdet - INFO - Epoch [14][5050/7330] lr: 2.000e-02, eta: 4:13:32, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0489, loss_cls: 0.1853, acc: 93.5647, loss_bbox: 0.2032, loss_mask: 0.2397, loss: 0.7036 2022-10-01 19:42:02,396 - mmdet - INFO - Epoch [14][5100/7330] lr: 2.000e-02, eta: 4:13:20, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0514, loss_cls: 0.1923, acc: 93.3005, loss_bbox: 0.2081, loss_mask: 0.2416, loss: 0.7190 2022-10-01 19:42:12,539 - mmdet - INFO - Epoch [14][5150/7330] lr: 2.000e-02, eta: 4:13:10, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0524, loss_cls: 0.1890, acc: 93.3877, loss_bbox: 0.2061, loss_mask: 0.2430, loss: 0.7196 2022-10-01 19:42:22,435 - mmdet - INFO - Epoch [14][5200/7330] lr: 2.000e-02, eta: 4:12:59, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0501, loss_cls: 0.1921, acc: 93.3484, loss_bbox: 0.2027, loss_mask: 0.2356, loss: 0.7057 2022-10-01 19:42:32,265 - mmdet - INFO - Epoch [14][5250/7330] lr: 2.000e-02, eta: 4:12:48, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0530, loss_cls: 0.1935, acc: 93.2517, loss_bbox: 0.2064, loss_mask: 0.2424, loss: 0.7215 2022-10-01 19:42:42,239 - mmdet - INFO - Epoch [14][5300/7330] lr: 2.000e-02, eta: 4:12:37, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0525, loss_cls: 0.1950, acc: 93.3552, loss_bbox: 0.2065, loss_mask: 0.2388, loss: 0.7202 2022-10-01 19:42:52,163 - mmdet - INFO - Epoch [14][5350/7330] lr: 2.000e-02, eta: 4:12:26, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0509, loss_cls: 0.1930, acc: 93.3137, loss_bbox: 0.2052, loss_mask: 0.2349, loss: 0.7082 2022-10-01 19:43:02,115 - mmdet - INFO - Epoch [14][5400/7330] lr: 2.000e-02, eta: 4:12:16, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0512, loss_cls: 0.1953, acc: 93.1660, loss_bbox: 0.2139, loss_mask: 0.2471, loss: 0.7339 2022-10-01 19:43:11,877 - mmdet - INFO - Epoch [14][5450/7330] lr: 2.000e-02, eta: 4:12:04, time: 0.195, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0518, loss_cls: 0.2006, acc: 92.9365, loss_bbox: 0.2125, loss_mask: 0.2402, loss: 0.7316 2022-10-01 19:43:22,016 - mmdet - INFO - Epoch [14][5500/7330] lr: 2.000e-02, eta: 4:11:54, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0513, loss_cls: 0.2007, acc: 93.1108, loss_bbox: 0.2129, loss_mask: 0.2397, loss: 0.7319 2022-10-01 19:43:31,831 - mmdet - INFO - Epoch [14][5550/7330] lr: 2.000e-02, eta: 4:11:43, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0531, loss_cls: 0.1929, acc: 93.2439, loss_bbox: 0.2095, loss_mask: 0.2424, loss: 0.7257 2022-10-01 19:43:41,919 - mmdet - INFO - Epoch [14][5600/7330] lr: 2.000e-02, eta: 4:11:33, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0492, loss_cls: 0.1932, acc: 93.2139, loss_bbox: 0.2071, loss_mask: 0.2424, loss: 0.7187 2022-10-01 19:43:52,012 - mmdet - INFO - Epoch [14][5650/7330] lr: 2.000e-02, eta: 4:11:23, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0542, loss_cls: 0.2010, acc: 93.0142, loss_bbox: 0.2152, loss_mask: 0.2425, loss: 0.7409 2022-10-01 19:44:01,748 - mmdet - INFO - Epoch [14][5700/7330] lr: 2.000e-02, eta: 4:11:11, time: 0.195, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0511, loss_cls: 0.1941, acc: 93.3135, loss_bbox: 0.2035, loss_mask: 0.2419, loss: 0.7160 2022-10-01 19:44:11,591 - mmdet - INFO - Epoch [14][5750/7330] lr: 2.000e-02, eta: 4:11:00, time: 0.197, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0556, loss_cls: 0.1922, acc: 93.1787, loss_bbox: 0.2151, loss_mask: 0.2480, loss: 0.7373 2022-10-01 19:44:21,587 - mmdet - INFO - Epoch [14][5800/7330] lr: 2.000e-02, eta: 4:10:49, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0501, loss_cls: 0.1928, acc: 93.3020, loss_bbox: 0.2042, loss_mask: 0.2407, loss: 0.7141 2022-10-01 19:44:31,662 - mmdet - INFO - Epoch [14][5850/7330] lr: 2.000e-02, eta: 4:10:40, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0550, loss_cls: 0.2049, acc: 92.9531, loss_bbox: 0.2159, loss_mask: 0.2450, loss: 0.7504 2022-10-01 19:44:41,608 - mmdet - INFO - Epoch [14][5900/7330] lr: 2.000e-02, eta: 4:10:29, time: 0.199, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0534, loss_cls: 0.1982, acc: 93.1282, loss_bbox: 0.2093, loss_mask: 0.2438, loss: 0.7331 2022-10-01 19:44:51,790 - mmdet - INFO - Epoch [14][5950/7330] lr: 2.000e-02, eta: 4:10:20, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0512, loss_cls: 0.1920, acc: 93.3406, loss_bbox: 0.2040, loss_mask: 0.2477, loss: 0.7238 2022-10-01 19:45:02,176 - mmdet - INFO - Epoch [14][6000/7330] lr: 2.000e-02, eta: 4:10:11, time: 0.208, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0528, loss_cls: 0.2065, acc: 92.7236, loss_bbox: 0.2206, loss_mask: 0.2470, loss: 0.7555 2022-10-01 19:45:12,717 - mmdet - INFO - Epoch [14][6050/7330] lr: 2.000e-02, eta: 4:10:04, time: 0.211, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0534, loss_cls: 0.2037, acc: 92.8396, loss_bbox: 0.2189, loss_mask: 0.2462, loss: 0.7521 2022-10-01 19:45:22,562 - mmdet - INFO - Epoch [14][6100/7330] lr: 2.000e-02, eta: 4:09:53, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0515, loss_cls: 0.1984, acc: 93.1252, loss_bbox: 0.2055, loss_mask: 0.2460, loss: 0.7262 2022-10-01 19:45:32,838 - mmdet - INFO - Epoch [14][6150/7330] lr: 2.000e-02, eta: 4:09:44, time: 0.205, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0546, loss_cls: 0.1984, acc: 93.2063, loss_bbox: 0.2061, loss_mask: 0.2487, loss: 0.7366 2022-10-01 19:45:42,464 - mmdet - INFO - Epoch [14][6200/7330] lr: 2.000e-02, eta: 4:09:31, time: 0.192, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0514, loss_cls: 0.1910, acc: 93.4253, loss_bbox: 0.2025, loss_mask: 0.2402, loss: 0.7106 2022-10-01 19:45:52,377 - mmdet - INFO - Epoch [14][6250/7330] lr: 2.000e-02, eta: 4:09:21, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0512, loss_cls: 0.2006, acc: 93.1345, loss_bbox: 0.2100, loss_mask: 0.2445, loss: 0.7347 2022-10-01 19:46:02,725 - mmdet - INFO - Epoch [14][6300/7330] lr: 2.000e-02, eta: 4:09:12, time: 0.207, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0505, loss_cls: 0.2006, acc: 92.9980, loss_bbox: 0.2156, loss_mask: 0.2419, loss: 0.7381 2022-10-01 19:46:12,938 - mmdet - INFO - Epoch [14][6350/7330] lr: 2.000e-02, eta: 4:09:03, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0558, loss_cls: 0.2050, acc: 93.0049, loss_bbox: 0.2193, loss_mask: 0.2475, loss: 0.7582 2022-10-01 19:46:22,792 - mmdet - INFO - Epoch [14][6400/7330] lr: 2.000e-02, eta: 4:08:52, time: 0.197, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0514, loss_cls: 0.1934, acc: 93.2998, loss_bbox: 0.2098, loss_mask: 0.2444, loss: 0.7258 2022-10-01 19:46:32,866 - mmdet - INFO - Epoch [14][6450/7330] lr: 2.000e-02, eta: 4:08:42, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0546, loss_cls: 0.1988, acc: 92.9746, loss_bbox: 0.2160, loss_mask: 0.2431, loss: 0.7404 2022-10-01 19:46:42,874 - mmdet - INFO - Epoch [14][6500/7330] lr: 2.000e-02, eta: 4:08:31, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0525, loss_cls: 0.2026, acc: 93.0374, loss_bbox: 0.2123, loss_mask: 0.2402, loss: 0.7362 2022-10-01 19:46:52,970 - mmdet - INFO - Epoch [14][6550/7330] lr: 2.000e-02, eta: 4:08:22, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0518, loss_cls: 0.1928, acc: 93.2729, loss_bbox: 0.2073, loss_mask: 0.2401, loss: 0.7184 2022-10-01 19:47:03,187 - mmdet - INFO - Epoch [14][6600/7330] lr: 2.000e-02, eta: 4:08:12, time: 0.204, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0523, loss_cls: 0.1999, acc: 93.0400, loss_bbox: 0.2116, loss_mask: 0.2416, loss: 0.7337 2022-10-01 19:47:13,183 - mmdet - INFO - Epoch [14][6650/7330] lr: 2.000e-02, eta: 4:08:02, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0499, loss_cls: 0.1856, acc: 93.5447, loss_bbox: 0.2030, loss_mask: 0.2425, loss: 0.7073 2022-10-01 19:47:22,946 - mmdet - INFO - Epoch [14][6700/7330] lr: 2.000e-02, eta: 4:07:50, time: 0.195, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0493, loss_cls: 0.1958, acc: 93.2964, loss_bbox: 0.2036, loss_mask: 0.2398, loss: 0.7148 2022-10-01 19:47:33,011 - mmdet - INFO - Epoch [14][6750/7330] lr: 2.000e-02, eta: 4:07:40, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0516, loss_cls: 0.1924, acc: 93.2815, loss_bbox: 0.2094, loss_mask: 0.2449, loss: 0.7257 2022-10-01 19:47:43,006 - mmdet - INFO - Epoch [14][6800/7330] lr: 2.000e-02, eta: 4:07:30, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0528, loss_cls: 0.1977, acc: 93.0273, loss_bbox: 0.2142, loss_mask: 0.2457, loss: 0.7362 2022-10-01 19:47:52,976 - mmdet - INFO - Epoch [14][6850/7330] lr: 2.000e-02, eta: 4:07:19, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0522, loss_cls: 0.2030, acc: 92.9138, loss_bbox: 0.2132, loss_mask: 0.2425, loss: 0.7389 2022-10-01 19:48:03,258 - mmdet - INFO - Epoch [14][6900/7330] lr: 2.000e-02, eta: 4:07:10, time: 0.206, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0546, loss_cls: 0.1983, acc: 93.1331, loss_bbox: 0.2197, loss_mask: 0.2502, loss: 0.7518 2022-10-01 19:48:13,496 - mmdet - INFO - Epoch [14][6950/7330] lr: 2.000e-02, eta: 4:07:01, time: 0.205, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0514, loss_cls: 0.1965, acc: 93.2170, loss_bbox: 0.2118, loss_mask: 0.2416, loss: 0.7284 2022-10-01 19:48:23,583 - mmdet - INFO - Epoch [14][7000/7330] lr: 2.000e-02, eta: 4:06:51, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0495, loss_cls: 0.1923, acc: 93.3865, loss_bbox: 0.2066, loss_mask: 0.2401, loss: 0.7128 2022-10-01 19:48:33,891 - mmdet - INFO - Epoch [14][7050/7330] lr: 2.000e-02, eta: 4:06:43, time: 0.206, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0535, loss_cls: 0.2016, acc: 93.1226, loss_bbox: 0.2113, loss_mask: 0.2466, loss: 0.7403 2022-10-01 19:48:43,750 - mmdet - INFO - Epoch [14][7100/7330] lr: 2.000e-02, eta: 4:06:32, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0512, loss_cls: 0.1918, acc: 93.2935, loss_bbox: 0.2034, loss_mask: 0.2428, loss: 0.7166 2022-10-01 19:48:53,967 - mmdet - INFO - Epoch [14][7150/7330] lr: 2.000e-02, eta: 4:06:22, time: 0.204, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0530, loss_cls: 0.1997, acc: 93.1299, loss_bbox: 0.2096, loss_mask: 0.2349, loss: 0.7267 2022-10-01 19:49:03,798 - mmdet - INFO - Epoch [14][7200/7330] lr: 2.000e-02, eta: 4:06:11, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0528, loss_cls: 0.1926, acc: 93.2268, loss_bbox: 0.2133, loss_mask: 0.2425, loss: 0.7298 2022-10-01 19:49:14,044 - mmdet - INFO - Epoch [14][7250/7330] lr: 2.000e-02, eta: 4:06:02, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0537, loss_cls: 0.1896, acc: 93.5396, loss_bbox: 0.1968, loss_mask: 0.2332, loss: 0.6997 2022-10-01 19:49:24,158 - mmdet - INFO - Epoch [14][7300/7330] lr: 2.000e-02, eta: 4:05:52, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0484, loss_cls: 0.1965, acc: 93.1211, loss_bbox: 0.2032, loss_mask: 0.2383, loss: 0.7139 2022-10-01 19:49:30,391 - mmdet - INFO - Saving checkpoint at 14 epochs 2022-10-01 19:50:14,817 - mmdet - INFO - Evaluating bbox... 2022-10-01 19:50:43,430 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.360 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.552 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.393 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.206 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.393 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.309 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.649 2022-10-01 19:50:43,430 - mmdet - INFO - Evaluating segm... 2022-10-01 19:51:18,030 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.324 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.523 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.150 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.458 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.458 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.458 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.600 2022-10-01 19:51:18,577 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_2x_coco_lr2e-2_wd1e-5/best_bbox_mAP_epoch_13.pth was removed 2022-10-01 19:51:19,270 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_14.pth. 2022-10-01 19:51:19,271 - mmdet - INFO - Best bbox_mAP is 0.3600 at 14 epoch. 2022-10-01 19:51:19,271 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 19:51:19,271 - mmdet - INFO - Epoch(val) [14][625] bbox_mAP: 0.3600, bbox_mAP_50: 0.5520, bbox_mAP_75: 0.3930, bbox_mAP_s: 0.2060, bbox_mAP_m: 0.3930, bbox_mAP_l: 0.4670, bbox_mAP_copypaste: 0.360 0.552 0.393 0.206 0.393 0.467, segm_mAP: 0.3240, segm_mAP_50: 0.5230, segm_mAP_75: 0.3460, segm_mAP_s: 0.1500, segm_mAP_m: 0.3480, segm_mAP_l: 0.4730, segm_mAP_copypaste: 0.324 0.523 0.346 0.150 0.348 0.473 2022-10-01 19:51:32,478 - mmdet - INFO - Epoch [15][50/7330] lr: 2.000e-02, eta: 4:05:22, time: 0.264, data_time: 0.092, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0499, loss_cls: 0.1795, acc: 93.6970, loss_bbox: 0.2028, loss_mask: 0.2347, loss: 0.6916 2022-10-01 19:51:42,848 - mmdet - INFO - Epoch [15][100/7330] lr: 2.000e-02, eta: 4:05:13, time: 0.207, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0512, loss_cls: 0.1822, acc: 93.5852, loss_bbox: 0.1988, loss_mask: 0.2316, loss: 0.6898 2022-10-01 19:51:53,296 - mmdet - INFO - Epoch [15][150/7330] lr: 2.000e-02, eta: 4:05:05, time: 0.209, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0473, loss_cls: 0.1784, acc: 93.5930, loss_bbox: 0.2007, loss_mask: 0.2323, loss: 0.6825 2022-10-01 19:52:03,677 - mmdet - INFO - Epoch [15][200/7330] lr: 2.000e-02, eta: 4:04:57, time: 0.208, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0492, loss_cls: 0.1884, acc: 93.3064, loss_bbox: 0.2056, loss_mask: 0.2401, loss: 0.7082 2022-10-01 19:52:14,015 - mmdet - INFO - Epoch [15][250/7330] lr: 2.000e-02, eta: 4:04:48, time: 0.207, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0508, loss_cls: 0.1758, acc: 93.7051, loss_bbox: 0.1985, loss_mask: 0.2306, loss: 0.6794 2022-10-01 19:52:24,204 - mmdet - INFO - Epoch [15][300/7330] lr: 2.000e-02, eta: 4:04:39, time: 0.204, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0505, loss_cls: 0.1866, acc: 93.4370, loss_bbox: 0.1982, loss_mask: 0.2408, loss: 0.7009 2022-10-01 19:52:34,204 - mmdet - INFO - Epoch [15][350/7330] lr: 2.000e-02, eta: 4:04:28, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0482, loss_cls: 0.1850, acc: 93.4844, loss_bbox: 0.2045, loss_mask: 0.2392, loss: 0.6988 2022-10-01 19:52:44,089 - mmdet - INFO - Epoch [15][400/7330] lr: 2.000e-02, eta: 4:04:17, time: 0.198, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0503, loss_cls: 0.1887, acc: 93.2883, loss_bbox: 0.2086, loss_mask: 0.2373, loss: 0.7085 2022-10-01 19:52:54,153 - mmdet - INFO - Epoch [15][450/7330] lr: 2.000e-02, eta: 4:04:07, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0484, loss_cls: 0.1852, acc: 93.5950, loss_bbox: 0.1999, loss_mask: 0.2381, loss: 0.6954 2022-10-01 19:53:04,397 - mmdet - INFO - Epoch [15][500/7330] lr: 2.000e-02, eta: 4:03:58, time: 0.205, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0492, loss_cls: 0.1843, acc: 93.5083, loss_bbox: 0.2038, loss_mask: 0.2386, loss: 0.7006 2022-10-01 19:53:14,431 - mmdet - INFO - Epoch [15][550/7330] lr: 2.000e-02, eta: 4:03:48, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0516, loss_cls: 0.1903, acc: 93.3130, loss_bbox: 0.2066, loss_mask: 0.2396, loss: 0.7142 2022-10-01 19:53:24,713 - mmdet - INFO - Epoch [15][600/7330] lr: 2.000e-02, eta: 4:03:39, time: 0.206, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0496, loss_cls: 0.1849, acc: 93.4451, loss_bbox: 0.2068, loss_mask: 0.2398, loss: 0.7065 2022-10-01 19:53:34,697 - mmdet - INFO - Epoch [15][650/7330] lr: 2.000e-02, eta: 4:03:29, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0480, loss_cls: 0.1794, acc: 93.6387, loss_bbox: 0.2013, loss_mask: 0.2387, loss: 0.6908 2022-10-01 19:53:45,229 - mmdet - INFO - Epoch [15][700/7330] lr: 2.000e-02, eta: 4:03:21, time: 0.211, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0517, loss_cls: 0.1933, acc: 93.1716, loss_bbox: 0.2177, loss_mask: 0.2441, loss: 0.7347 2022-10-01 19:53:55,512 - mmdet - INFO - Epoch [15][750/7330] lr: 2.000e-02, eta: 4:03:12, time: 0.206, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0518, loss_cls: 0.1831, acc: 93.4834, loss_bbox: 0.2109, loss_mask: 0.2368, loss: 0.7078 2022-10-01 19:54:05,694 - mmdet - INFO - Epoch [15][800/7330] lr: 2.000e-02, eta: 4:03:03, time: 0.204, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0499, loss_cls: 0.1845, acc: 93.4929, loss_bbox: 0.2044, loss_mask: 0.2373, loss: 0.6995 2022-10-01 19:54:15,850 - mmdet - INFO - Epoch [15][850/7330] lr: 2.000e-02, eta: 4:02:53, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0531, loss_cls: 0.1852, acc: 93.3916, loss_bbox: 0.2053, loss_mask: 0.2396, loss: 0.7077 2022-10-01 19:54:26,047 - mmdet - INFO - Epoch [15][900/7330] lr: 2.000e-02, eta: 4:02:44, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0520, loss_cls: 0.1901, acc: 93.2732, loss_bbox: 0.2129, loss_mask: 0.2397, loss: 0.7193 2022-10-01 19:54:36,248 - mmdet - INFO - Epoch [15][950/7330] lr: 2.000e-02, eta: 4:02:34, time: 0.204, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0521, loss_cls: 0.1894, acc: 93.3149, loss_bbox: 0.2138, loss_mask: 0.2354, loss: 0.7162 2022-10-01 19:54:46,093 - mmdet - INFO - Epoch [15][1000/7330] lr: 2.000e-02, eta: 4:02:23, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0483, loss_cls: 0.1785, acc: 93.7310, loss_bbox: 0.1923, loss_mask: 0.2317, loss: 0.6750 2022-10-01 19:54:56,127 - mmdet - INFO - Epoch [15][1050/7330] lr: 2.000e-02, eta: 4:02:13, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0500, loss_cls: 0.1788, acc: 93.6514, loss_bbox: 0.1983, loss_mask: 0.2374, loss: 0.6877 2022-10-01 19:55:06,084 - mmdet - INFO - Epoch [15][1100/7330] lr: 2.000e-02, eta: 4:02:02, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0508, loss_cls: 0.1879, acc: 93.3462, loss_bbox: 0.2039, loss_mask: 0.2352, loss: 0.7024 2022-10-01 19:55:16,270 - mmdet - INFO - Epoch [15][1150/7330] lr: 2.000e-02, eta: 4:01:53, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0528, loss_cls: 0.1895, acc: 93.2583, loss_bbox: 0.2063, loss_mask: 0.2442, loss: 0.7190 2022-10-01 19:55:26,475 - mmdet - INFO - Epoch [15][1200/7330] lr: 2.000e-02, eta: 4:01:44, time: 0.204, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0523, loss_cls: 0.1834, acc: 93.5640, loss_bbox: 0.2032, loss_mask: 0.2357, loss: 0.6992 2022-10-01 19:55:37,064 - mmdet - INFO - Epoch [15][1250/7330] lr: 2.000e-02, eta: 4:01:36, time: 0.212, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0556, loss_cls: 0.1923, acc: 93.2017, loss_bbox: 0.2130, loss_mask: 0.2428, loss: 0.7297 2022-10-01 19:55:47,138 - mmdet - INFO - Epoch [15][1300/7330] lr: 2.000e-02, eta: 4:01:26, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0544, loss_cls: 0.1885, acc: 93.4226, loss_bbox: 0.2055, loss_mask: 0.2436, loss: 0.7176 2022-10-01 19:55:57,147 - mmdet - INFO - Epoch [15][1350/7330] lr: 2.000e-02, eta: 4:01:16, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0503, loss_cls: 0.1918, acc: 93.3230, loss_bbox: 0.2068, loss_mask: 0.2363, loss: 0.7125 2022-10-01 19:56:07,220 - mmdet - INFO - Epoch [15][1400/7330] lr: 2.000e-02, eta: 4:01:06, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0479, loss_cls: 0.1782, acc: 93.6641, loss_bbox: 0.1968, loss_mask: 0.2330, loss: 0.6792 2022-10-01 19:56:17,296 - mmdet - INFO - Epoch [15][1450/7330] lr: 2.000e-02, eta: 4:00:56, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0483, loss_cls: 0.1842, acc: 93.4856, loss_bbox: 0.2035, loss_mask: 0.2379, loss: 0.6989 2022-10-01 19:56:27,540 - mmdet - INFO - Epoch [15][1500/7330] lr: 2.000e-02, eta: 4:00:46, time: 0.205, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0506, loss_cls: 0.1914, acc: 93.3374, loss_bbox: 0.2075, loss_mask: 0.2364, loss: 0.7113 2022-10-01 19:56:37,423 - mmdet - INFO - Epoch [15][1550/7330] lr: 2.000e-02, eta: 4:00:35, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0480, loss_cls: 0.1791, acc: 93.7617, loss_bbox: 0.1957, loss_mask: 0.2352, loss: 0.6823 2022-10-01 19:56:47,527 - mmdet - INFO - Epoch [15][1600/7330] lr: 2.000e-02, eta: 4:00:26, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0520, loss_cls: 0.1880, acc: 93.4070, loss_bbox: 0.2046, loss_mask: 0.2401, loss: 0.7095 2022-10-01 19:56:57,535 - mmdet - INFO - Epoch [15][1650/7330] lr: 2.000e-02, eta: 4:00:15, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0477, loss_cls: 0.1894, acc: 93.3049, loss_bbox: 0.2080, loss_mask: 0.2423, loss: 0.7111 2022-10-01 19:57:07,761 - mmdet - INFO - Epoch [15][1700/7330] lr: 2.000e-02, eta: 4:00:06, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0537, loss_cls: 0.1911, acc: 93.2427, loss_bbox: 0.2112, loss_mask: 0.2405, loss: 0.7221 2022-10-01 19:57:17,749 - mmdet - INFO - Epoch [15][1750/7330] lr: 2.000e-02, eta: 3:59:56, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0497, loss_cls: 0.1902, acc: 93.2744, loss_bbox: 0.2108, loss_mask: 0.2375, loss: 0.7123 2022-10-01 19:57:27,768 - mmdet - INFO - Epoch [15][1800/7330] lr: 2.000e-02, eta: 3:59:45, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0525, loss_cls: 0.1921, acc: 93.2268, loss_bbox: 0.2069, loss_mask: 0.2475, loss: 0.7242 2022-10-01 19:57:37,931 - mmdet - INFO - Epoch [15][1850/7330] lr: 2.000e-02, eta: 3:59:36, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0521, loss_cls: 0.1936, acc: 93.0786, loss_bbox: 0.2140, loss_mask: 0.2421, loss: 0.7276 2022-10-01 19:57:48,243 - mmdet - INFO - Epoch [15][1900/7330] lr: 2.000e-02, eta: 3:59:27, time: 0.206, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0514, loss_cls: 0.1862, acc: 93.3838, loss_bbox: 0.2068, loss_mask: 0.2370, loss: 0.7070 2022-10-01 19:57:58,145 - mmdet - INFO - Epoch [15][1950/7330] lr: 2.000e-02, eta: 3:59:16, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0497, loss_cls: 0.1828, acc: 93.6167, loss_bbox: 0.2022, loss_mask: 0.2354, loss: 0.6940 2022-10-01 19:58:08,243 - mmdet - INFO - Epoch [15][2000/7330] lr: 2.000e-02, eta: 3:59:06, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0493, loss_cls: 0.1915, acc: 93.2656, loss_bbox: 0.2085, loss_mask: 0.2388, loss: 0.7127 2022-10-01 19:58:18,290 - mmdet - INFO - Epoch [15][2050/7330] lr: 2.000e-02, eta: 3:58:56, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0535, loss_cls: 0.1934, acc: 93.1589, loss_bbox: 0.2108, loss_mask: 0.2416, loss: 0.7253 2022-10-01 19:58:28,731 - mmdet - INFO - Epoch [15][2100/7330] lr: 2.000e-02, eta: 3:58:48, time: 0.209, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0546, loss_cls: 0.1914, acc: 93.2522, loss_bbox: 0.2141, loss_mask: 0.2416, loss: 0.7269 2022-10-01 19:58:38,861 - mmdet - INFO - Epoch [15][2150/7330] lr: 2.000e-02, eta: 3:58:38, time: 0.203, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0527, loss_cls: 0.1935, acc: 93.1868, loss_bbox: 0.2096, loss_mask: 0.2444, loss: 0.7263 2022-10-01 19:58:49,226 - mmdet - INFO - Epoch [15][2200/7330] lr: 2.000e-02, eta: 3:58:29, time: 0.207, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0529, loss_cls: 0.1931, acc: 93.2273, loss_bbox: 0.2118, loss_mask: 0.2396, loss: 0.7226 2022-10-01 19:58:59,129 - mmdet - INFO - Epoch [15][2250/7330] lr: 2.000e-02, eta: 3:58:18, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0506, loss_cls: 0.1865, acc: 93.5942, loss_bbox: 0.2050, loss_mask: 0.2411, loss: 0.7071 2022-10-01 19:59:09,375 - mmdet - INFO - Epoch [15][2300/7330] lr: 2.000e-02, eta: 3:58:09, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0523, loss_cls: 0.1931, acc: 93.0479, loss_bbox: 0.2173, loss_mask: 0.2441, loss: 0.7338 2022-10-01 19:59:19,510 - mmdet - INFO - Epoch [15][2350/7330] lr: 2.000e-02, eta: 3:57:59, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0526, loss_cls: 0.1957, acc: 93.0220, loss_bbox: 0.2200, loss_mask: 0.2447, loss: 0.7389 2022-10-01 19:59:29,660 - mmdet - INFO - Epoch [15][2400/7330] lr: 2.000e-02, eta: 3:57:50, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0527, loss_cls: 0.1868, acc: 93.4697, loss_bbox: 0.2083, loss_mask: 0.2406, loss: 0.7129 2022-10-01 19:59:39,464 - mmdet - INFO - Epoch [15][2450/7330] lr: 2.000e-02, eta: 3:57:38, time: 0.196, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0505, loss_cls: 0.1832, acc: 93.4460, loss_bbox: 0.2029, loss_mask: 0.2383, loss: 0.6980 2022-10-01 19:59:49,630 - mmdet - INFO - Epoch [15][2500/7330] lr: 2.000e-02, eta: 3:57:29, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0507, loss_cls: 0.1849, acc: 93.5625, loss_bbox: 0.2033, loss_mask: 0.2385, loss: 0.7025 2022-10-01 19:59:59,631 - mmdet - INFO - Epoch [15][2550/7330] lr: 2.000e-02, eta: 3:57:18, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0518, loss_cls: 0.1934, acc: 93.2146, loss_bbox: 0.2094, loss_mask: 0.2435, loss: 0.7237 2022-10-01 20:00:09,694 - mmdet - INFO - Epoch [15][2600/7330] lr: 2.000e-02, eta: 3:57:08, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0520, loss_cls: 0.1958, acc: 93.1880, loss_bbox: 0.2086, loss_mask: 0.2394, loss: 0.7209 2022-10-01 20:00:19,655 - mmdet - INFO - Epoch [15][2650/7330] lr: 2.000e-02, eta: 3:56:58, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0548, loss_cls: 0.1971, acc: 93.1418, loss_bbox: 0.2108, loss_mask: 0.2411, loss: 0.7306 2022-10-01 20:00:29,606 - mmdet - INFO - Epoch [15][2700/7330] lr: 2.000e-02, eta: 3:56:47, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0515, loss_cls: 0.1929, acc: 93.2136, loss_bbox: 0.2059, loss_mask: 0.2409, loss: 0.7160 2022-10-01 20:00:39,922 - mmdet - INFO - Epoch [15][2750/7330] lr: 2.000e-02, eta: 3:56:38, time: 0.206, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0532, loss_cls: 0.1880, acc: 93.2800, loss_bbox: 0.2060, loss_mask: 0.2370, loss: 0.7101 2022-10-01 20:00:49,888 - mmdet - INFO - Epoch [15][2800/7330] lr: 2.000e-02, eta: 3:56:28, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0495, loss_cls: 0.1842, acc: 93.5491, loss_bbox: 0.2052, loss_mask: 0.2349, loss: 0.6993 2022-10-01 20:00:59,971 - mmdet - INFO - Epoch [15][2850/7330] lr: 2.000e-02, eta: 3:56:18, time: 0.202, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0515, loss_cls: 0.1867, acc: 93.4734, loss_bbox: 0.2044, loss_mask: 0.2389, loss: 0.7072 2022-10-01 20:01:10,031 - mmdet - INFO - Epoch [15][2900/7330] lr: 2.000e-02, eta: 3:56:08, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0506, loss_cls: 0.1924, acc: 93.2607, loss_bbox: 0.2067, loss_mask: 0.2410, loss: 0.7178 2022-10-01 20:01:19,929 - mmdet - INFO - Epoch [15][2950/7330] lr: 2.000e-02, eta: 3:55:57, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0490, loss_cls: 0.1923, acc: 93.3191, loss_bbox: 0.2077, loss_mask: 0.2392, loss: 0.7120 2022-10-01 20:01:30,246 - mmdet - INFO - Epoch [15][3000/7330] lr: 2.000e-02, eta: 3:55:48, time: 0.206, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0549, loss_cls: 0.1949, acc: 93.1125, loss_bbox: 0.2179, loss_mask: 0.2515, loss: 0.7459 2022-10-01 20:01:40,458 - mmdet - INFO - Epoch [15][3050/7330] lr: 2.000e-02, eta: 3:55:39, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0518, loss_cls: 0.1902, acc: 93.3501, loss_bbox: 0.2058, loss_mask: 0.2359, loss: 0.7108 2022-10-01 20:01:50,688 - mmdet - INFO - Epoch [15][3100/7330] lr: 2.000e-02, eta: 3:55:29, time: 0.205, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0515, loss_cls: 0.1951, acc: 93.2578, loss_bbox: 0.2106, loss_mask: 0.2403, loss: 0.7236 2022-10-01 20:02:00,928 - mmdet - INFO - Epoch [15][3150/7330] lr: 2.000e-02, eta: 3:55:20, time: 0.205, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0516, loss_cls: 0.1859, acc: 93.5703, loss_bbox: 0.2032, loss_mask: 0.2402, loss: 0.7051 2022-10-01 20:02:11,125 - mmdet - INFO - Epoch [15][3200/7330] lr: 2.000e-02, eta: 3:55:10, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0490, loss_cls: 0.1880, acc: 93.4834, loss_bbox: 0.2038, loss_mask: 0.2406, loss: 0.7065 2022-10-01 20:02:21,333 - mmdet - INFO - Epoch [15][3250/7330] lr: 2.000e-02, eta: 3:55:01, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0531, loss_cls: 0.1899, acc: 93.3132, loss_bbox: 0.2079, loss_mask: 0.2402, loss: 0.7170 2022-10-01 20:02:31,052 - mmdet - INFO - Epoch [15][3300/7330] lr: 2.000e-02, eta: 3:54:49, time: 0.194, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0503, loss_cls: 0.1831, acc: 93.5046, loss_bbox: 0.2000, loss_mask: 0.2375, loss: 0.6951 2022-10-01 20:02:41,099 - mmdet - INFO - Epoch [15][3350/7330] lr: 2.000e-02, eta: 3:54:39, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0539, loss_cls: 0.1964, acc: 93.2173, loss_bbox: 0.2075, loss_mask: 0.2423, loss: 0.7281 2022-10-01 20:02:51,141 - mmdet - INFO - Epoch [15][3400/7330] lr: 2.000e-02, eta: 3:54:29, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0491, loss_cls: 0.1859, acc: 93.4204, loss_bbox: 0.2081, loss_mask: 0.2392, loss: 0.7077 2022-10-01 20:03:01,295 - mmdet - INFO - Epoch [15][3450/7330] lr: 2.000e-02, eta: 3:54:19, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0527, loss_cls: 0.1946, acc: 93.1472, loss_bbox: 0.2127, loss_mask: 0.2410, loss: 0.7283 2022-10-01 20:03:11,370 - mmdet - INFO - Epoch [15][3500/7330] lr: 2.000e-02, eta: 3:54:09, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0544, loss_cls: 0.1966, acc: 93.1709, loss_bbox: 0.2083, loss_mask: 0.2381, loss: 0.7234 2022-10-01 20:03:21,541 - mmdet - INFO - Epoch [15][3550/7330] lr: 2.000e-02, eta: 3:54:00, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0534, loss_cls: 0.2000, acc: 93.0020, loss_bbox: 0.2188, loss_mask: 0.2452, loss: 0.7434 2022-10-01 20:03:31,753 - mmdet - INFO - Epoch [15][3600/7330] lr: 2.000e-02, eta: 3:53:50, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0532, loss_cls: 0.1960, acc: 93.0488, loss_bbox: 0.2173, loss_mask: 0.2445, loss: 0.7391 2022-10-01 20:03:41,879 - mmdet - INFO - Epoch [15][3650/7330] lr: 2.000e-02, eta: 3:53:40, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0523, loss_cls: 0.1976, acc: 93.1377, loss_bbox: 0.2125, loss_mask: 0.2475, loss: 0.7353 2022-10-01 20:03:51,799 - mmdet - INFO - Epoch [15][3700/7330] lr: 2.000e-02, eta: 3:53:30, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0516, loss_cls: 0.1902, acc: 93.3286, loss_bbox: 0.2076, loss_mask: 0.2400, loss: 0.7150 2022-10-01 20:04:01,818 - mmdet - INFO - Epoch [15][3750/7330] lr: 2.000e-02, eta: 3:53:19, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0520, loss_cls: 0.1988, acc: 93.0061, loss_bbox: 0.2193, loss_mask: 0.2469, loss: 0.7440 2022-10-01 20:04:11,753 - mmdet - INFO - Epoch [15][3800/7330] lr: 2.000e-02, eta: 3:53:09, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0506, loss_cls: 0.1903, acc: 93.3362, loss_bbox: 0.2051, loss_mask: 0.2388, loss: 0.7081 2022-10-01 20:04:21,605 - mmdet - INFO - Epoch [15][3850/7330] lr: 2.000e-02, eta: 3:52:58, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0524, loss_cls: 0.1917, acc: 93.2891, loss_bbox: 0.2049, loss_mask: 0.2402, loss: 0.7156 2022-10-01 20:04:31,769 - mmdet - INFO - Epoch [15][3900/7330] lr: 2.000e-02, eta: 3:52:48, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0543, loss_cls: 0.1960, acc: 93.1890, loss_bbox: 0.2103, loss_mask: 0.2477, loss: 0.7369 2022-10-01 20:04:41,694 - mmdet - INFO - Epoch [15][3950/7330] lr: 2.000e-02, eta: 3:52:38, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0497, loss_cls: 0.1859, acc: 93.5100, loss_bbox: 0.2051, loss_mask: 0.2366, loss: 0.7036 2022-10-01 20:04:51,882 - mmdet - INFO - Epoch [15][4000/7330] lr: 2.000e-02, eta: 3:52:28, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0536, loss_cls: 0.1874, acc: 93.4324, loss_bbox: 0.2089, loss_mask: 0.2421, loss: 0.7166 2022-10-01 20:05:02,034 - mmdet - INFO - Epoch [15][4050/7330] lr: 2.000e-02, eta: 3:52:18, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0487, loss_cls: 0.1908, acc: 93.2327, loss_bbox: 0.2077, loss_mask: 0.2408, loss: 0.7122 2022-10-01 20:05:12,069 - mmdet - INFO - Epoch [15][4100/7330] lr: 2.000e-02, eta: 3:52:08, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0482, loss_cls: 0.1830, acc: 93.5850, loss_bbox: 0.2019, loss_mask: 0.2374, loss: 0.6954 2022-10-01 20:05:22,353 - mmdet - INFO - Epoch [15][4150/7330] lr: 2.000e-02, eta: 3:51:59, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0537, loss_cls: 0.1932, acc: 93.2178, loss_bbox: 0.2073, loss_mask: 0.2402, loss: 0.7230 2022-10-01 20:05:32,366 - mmdet - INFO - Epoch [15][4200/7330] lr: 2.000e-02, eta: 3:51:49, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0482, loss_cls: 0.1838, acc: 93.6079, loss_bbox: 0.2012, loss_mask: 0.2379, loss: 0.6967 2022-10-01 20:05:42,482 - mmdet - INFO - Epoch [15][4250/7330] lr: 2.000e-02, eta: 3:51:39, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0512, loss_cls: 0.1896, acc: 93.4475, loss_bbox: 0.2040, loss_mask: 0.2398, loss: 0.7122 2022-10-01 20:05:52,239 - mmdet - INFO - Epoch [15][4300/7330] lr: 2.000e-02, eta: 3:51:28, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0511, loss_cls: 0.1866, acc: 93.5083, loss_bbox: 0.2026, loss_mask: 0.2389, loss: 0.7031 2022-10-01 20:06:02,147 - mmdet - INFO - Epoch [15][4350/7330] lr: 2.000e-02, eta: 3:51:17, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0526, loss_cls: 0.1914, acc: 93.3005, loss_bbox: 0.2053, loss_mask: 0.2398, loss: 0.7143 2022-10-01 20:06:12,175 - mmdet - INFO - Epoch [15][4400/7330] lr: 2.000e-02, eta: 3:51:07, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0500, loss_cls: 0.1875, acc: 93.3503, loss_bbox: 0.2087, loss_mask: 0.2466, loss: 0.7176 2022-10-01 20:06:22,074 - mmdet - INFO - Epoch [15][4450/7330] lr: 2.000e-02, eta: 3:50:56, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0505, loss_cls: 0.1922, acc: 93.3467, loss_bbox: 0.2094, loss_mask: 0.2397, loss: 0.7188 2022-10-01 20:06:32,227 - mmdet - INFO - Epoch [15][4500/7330] lr: 2.000e-02, eta: 3:50:46, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0521, loss_cls: 0.1970, acc: 93.1584, loss_bbox: 0.2106, loss_mask: 0.2432, loss: 0.7301 2022-10-01 20:06:42,380 - mmdet - INFO - Epoch [15][4550/7330] lr: 2.000e-02, eta: 3:50:37, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0519, loss_cls: 0.1937, acc: 93.1973, loss_bbox: 0.2119, loss_mask: 0.2349, loss: 0.7182 2022-10-01 20:06:52,179 - mmdet - INFO - Epoch [15][4600/7330] lr: 2.000e-02, eta: 3:50:26, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0519, loss_cls: 0.1958, acc: 93.2251, loss_bbox: 0.2068, loss_mask: 0.2405, loss: 0.7220 2022-10-01 20:07:02,298 - mmdet - INFO - Epoch [15][4650/7330] lr: 2.000e-02, eta: 3:50:16, time: 0.202, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0506, loss_cls: 0.1935, acc: 93.2793, loss_bbox: 0.2070, loss_mask: 0.2410, loss: 0.7178 2022-10-01 20:07:12,320 - mmdet - INFO - Epoch [15][4700/7330] lr: 2.000e-02, eta: 3:50:06, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0506, loss_cls: 0.1906, acc: 93.3464, loss_bbox: 0.2074, loss_mask: 0.2375, loss: 0.7124 2022-10-01 20:07:22,154 - mmdet - INFO - Epoch [15][4750/7330] lr: 2.000e-02, eta: 3:49:55, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0507, loss_cls: 0.1883, acc: 93.4587, loss_bbox: 0.2035, loss_mask: 0.2478, loss: 0.7157 2022-10-01 20:07:32,212 - mmdet - INFO - Epoch [15][4800/7330] lr: 2.000e-02, eta: 3:49:45, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0495, loss_cls: 0.1825, acc: 93.6577, loss_bbox: 0.1990, loss_mask: 0.2450, loss: 0.7033 2022-10-01 20:07:42,211 - mmdet - INFO - Epoch [15][4850/7330] lr: 2.000e-02, eta: 3:49:34, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0482, loss_cls: 0.1862, acc: 93.4307, loss_bbox: 0.2055, loss_mask: 0.2395, loss: 0.7047 2022-10-01 20:07:51,927 - mmdet - INFO - Epoch [15][4900/7330] lr: 2.000e-02, eta: 3:49:23, time: 0.194, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0516, loss_cls: 0.1880, acc: 93.5049, loss_bbox: 0.2004, loss_mask: 0.2390, loss: 0.7042 2022-10-01 20:08:01,900 - mmdet - INFO - Epoch [15][4950/7330] lr: 2.000e-02, eta: 3:49:13, time: 0.199, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0510, loss_cls: 0.1925, acc: 93.2625, loss_bbox: 0.2079, loss_mask: 0.2418, loss: 0.7215 2022-10-01 20:08:12,019 - mmdet - INFO - Epoch [15][5000/7330] lr: 2.000e-02, eta: 3:49:03, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0505, loss_cls: 0.1939, acc: 93.1104, loss_bbox: 0.2102, loss_mask: 0.2381, loss: 0.7182 2022-10-01 20:08:22,011 - mmdet - INFO - Epoch [15][5050/7330] lr: 2.000e-02, eta: 3:48:53, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0480, loss_cls: 0.1896, acc: 93.4163, loss_bbox: 0.2037, loss_mask: 0.2366, loss: 0.7031 2022-10-01 20:08:32,068 - mmdet - INFO - Epoch [15][5100/7330] lr: 2.000e-02, eta: 3:48:43, time: 0.201, data_time: 0.042, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0503, loss_cls: 0.1895, acc: 93.2793, loss_bbox: 0.2102, loss_mask: 0.2464, loss: 0.7221 2022-10-01 20:08:42,557 - mmdet - INFO - Epoch [15][5150/7330] lr: 2.000e-02, eta: 3:48:34, time: 0.210, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0517, loss_cls: 0.2023, acc: 92.9463, loss_bbox: 0.2142, loss_mask: 0.2379, loss: 0.7337 2022-10-01 20:08:52,704 - mmdet - INFO - Epoch [15][5200/7330] lr: 2.000e-02, eta: 3:48:24, time: 0.203, data_time: 0.025, memory: 5000, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0515, loss_cls: 0.1895, acc: 93.3403, loss_bbox: 0.2098, loss_mask: 0.2427, loss: 0.7206 2022-10-01 20:09:02,986 - mmdet - INFO - Epoch [15][5250/7330] lr: 2.000e-02, eta: 3:48:15, time: 0.206, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0510, loss_cls: 0.1982, acc: 93.2151, loss_bbox: 0.2039, loss_mask: 0.2449, loss: 0.7246 2022-10-01 20:09:13,076 - mmdet - INFO - Epoch [15][5300/7330] lr: 2.000e-02, eta: 3:48:05, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0515, loss_cls: 0.1937, acc: 93.1819, loss_bbox: 0.2118, loss_mask: 0.2345, loss: 0.7183 2022-10-01 20:09:22,924 - mmdet - INFO - Epoch [15][5350/7330] lr: 2.000e-02, eta: 3:47:54, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0527, loss_cls: 0.1852, acc: 93.5378, loss_bbox: 0.2031, loss_mask: 0.2370, loss: 0.7032 2022-10-01 20:09:32,799 - mmdet - INFO - Epoch [15][5400/7330] lr: 2.000e-02, eta: 3:47:43, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0497, loss_cls: 0.1931, acc: 93.3489, loss_bbox: 0.2027, loss_mask: 0.2404, loss: 0.7109 2022-10-01 20:09:42,655 - mmdet - INFO - Epoch [15][5450/7330] lr: 2.000e-02, eta: 3:47:33, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0491, loss_cls: 0.1945, acc: 93.2397, loss_bbox: 0.2151, loss_mask: 0.2419, loss: 0.7264 2022-10-01 20:09:52,302 - mmdet - INFO - Epoch [15][5500/7330] lr: 2.000e-02, eta: 3:47:21, time: 0.193, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0522, loss_cls: 0.1900, acc: 93.3992, loss_bbox: 0.2034, loss_mask: 0.2333, loss: 0.7033 2022-10-01 20:10:02,408 - mmdet - INFO - Epoch [15][5550/7330] lr: 2.000e-02, eta: 3:47:11, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0521, loss_cls: 0.1907, acc: 93.4155, loss_bbox: 0.2020, loss_mask: 0.2410, loss: 0.7127 2022-10-01 20:10:12,368 - mmdet - INFO - Epoch [15][5600/7330] lr: 2.000e-02, eta: 3:47:01, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0525, loss_cls: 0.1920, acc: 93.2466, loss_bbox: 0.2092, loss_mask: 0.2428, loss: 0.7222 2022-10-01 20:10:22,329 - mmdet - INFO - Epoch [15][5650/7330] lr: 2.000e-02, eta: 3:46:50, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0498, loss_cls: 0.1918, acc: 93.2275, loss_bbox: 0.2044, loss_mask: 0.2484, loss: 0.7200 2022-10-01 20:10:32,220 - mmdet - INFO - Epoch [15][5700/7330] lr: 2.000e-02, eta: 3:46:40, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0523, loss_cls: 0.1917, acc: 93.2856, loss_bbox: 0.2088, loss_mask: 0.2382, loss: 0.7188 2022-10-01 20:10:42,314 - mmdet - INFO - Epoch [15][5750/7330] lr: 2.000e-02, eta: 3:46:30, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0516, loss_cls: 0.1953, acc: 93.2312, loss_bbox: 0.2075, loss_mask: 0.2373, loss: 0.7181 2022-10-01 20:10:52,156 - mmdet - INFO - Epoch [15][5800/7330] lr: 2.000e-02, eta: 3:46:19, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0505, loss_cls: 0.1866, acc: 93.4763, loss_bbox: 0.2006, loss_mask: 0.2461, loss: 0.7077 2022-10-01 20:11:01,989 - mmdet - INFO - Epoch [15][5850/7330] lr: 2.000e-02, eta: 3:46:08, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0489, loss_cls: 0.1836, acc: 93.5994, loss_bbox: 0.1996, loss_mask: 0.2408, loss: 0.6988 2022-10-01 20:11:12,495 - mmdet - INFO - Epoch [15][5900/7330] lr: 2.000e-02, eta: 3:46:00, time: 0.210, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0548, loss_cls: 0.1968, acc: 92.9939, loss_bbox: 0.2121, loss_mask: 0.2414, loss: 0.7339 2022-10-01 20:11:22,302 - mmdet - INFO - Epoch [15][5950/7330] lr: 2.000e-02, eta: 3:45:49, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0512, loss_cls: 0.1908, acc: 93.2334, loss_bbox: 0.2047, loss_mask: 0.2396, loss: 0.7122 2022-10-01 20:11:32,393 - mmdet - INFO - Epoch [15][6000/7330] lr: 2.000e-02, eta: 3:45:39, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0543, loss_cls: 0.2027, acc: 92.8967, loss_bbox: 0.2194, loss_mask: 0.2474, loss: 0.7513 2022-10-01 20:11:42,214 - mmdet - INFO - Epoch [15][6050/7330] lr: 2.000e-02, eta: 3:45:28, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0517, loss_cls: 0.1887, acc: 93.3787, loss_bbox: 0.2074, loss_mask: 0.2407, loss: 0.7134 2022-10-01 20:11:52,061 - mmdet - INFO - Epoch [15][6100/7330] lr: 2.000e-02, eta: 3:45:17, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0496, loss_cls: 0.1916, acc: 93.4197, loss_bbox: 0.2070, loss_mask: 0.2394, loss: 0.7118 2022-10-01 20:12:02,184 - mmdet - INFO - Epoch [15][6150/7330] lr: 2.000e-02, eta: 3:45:07, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0547, loss_cls: 0.1994, acc: 93.1057, loss_bbox: 0.2167, loss_mask: 0.2418, loss: 0.7397 2022-10-01 20:12:12,371 - mmdet - INFO - Epoch [15][6200/7330] lr: 2.000e-02, eta: 3:44:58, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0534, loss_cls: 0.1964, acc: 93.0774, loss_bbox: 0.2058, loss_mask: 0.2492, loss: 0.7331 2022-10-01 20:12:22,164 - mmdet - INFO - Epoch [15][6250/7330] lr: 2.000e-02, eta: 3:44:47, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0503, loss_cls: 0.1972, acc: 93.0820, loss_bbox: 0.2077, loss_mask: 0.2385, loss: 0.7191 2022-10-01 20:12:32,064 - mmdet - INFO - Epoch [15][6300/7330] lr: 2.000e-02, eta: 3:44:36, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0507, loss_cls: 0.1934, acc: 93.2083, loss_bbox: 0.2047, loss_mask: 0.2392, loss: 0.7136 2022-10-01 20:12:42,133 - mmdet - INFO - Epoch [15][6350/7330] lr: 2.000e-02, eta: 3:44:26, time: 0.201, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0513, loss_cls: 0.1931, acc: 93.2070, loss_bbox: 0.2137, loss_mask: 0.2405, loss: 0.7262 2022-10-01 20:12:51,983 - mmdet - INFO - Epoch [15][6400/7330] lr: 2.000e-02, eta: 3:44:16, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0542, loss_cls: 0.1950, acc: 93.1265, loss_bbox: 0.2107, loss_mask: 0.2387, loss: 0.7264 2022-10-01 20:13:02,124 - mmdet - INFO - Epoch [15][6450/7330] lr: 2.000e-02, eta: 3:44:06, time: 0.203, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0510, loss_cls: 0.1922, acc: 93.2000, loss_bbox: 0.2077, loss_mask: 0.2447, loss: 0.7212 2022-10-01 20:13:12,192 - mmdet - INFO - Epoch [15][6500/7330] lr: 2.000e-02, eta: 3:43:56, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0540, loss_cls: 0.1962, acc: 93.1101, loss_bbox: 0.2144, loss_mask: 0.2445, loss: 0.7364 2022-10-01 20:13:22,201 - mmdet - INFO - Epoch [15][6550/7330] lr: 2.000e-02, eta: 3:43:46, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0506, loss_cls: 0.1935, acc: 93.2703, loss_bbox: 0.2084, loss_mask: 0.2410, loss: 0.7191 2022-10-01 20:13:32,222 - mmdet - INFO - Epoch [15][6600/7330] lr: 2.000e-02, eta: 3:43:35, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0517, loss_cls: 0.1898, acc: 93.3645, loss_bbox: 0.2102, loss_mask: 0.2452, loss: 0.7253 2022-10-01 20:13:42,209 - mmdet - INFO - Epoch [15][6650/7330] lr: 2.000e-02, eta: 3:43:25, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0503, loss_cls: 0.1904, acc: 93.2661, loss_bbox: 0.2039, loss_mask: 0.2334, loss: 0.7035 2022-10-01 20:13:52,262 - mmdet - INFO - Epoch [15][6700/7330] lr: 2.000e-02, eta: 3:43:15, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0514, loss_cls: 0.1948, acc: 93.1736, loss_bbox: 0.2093, loss_mask: 0.2427, loss: 0.7269 2022-10-01 20:14:02,558 - mmdet - INFO - Epoch [15][6750/7330] lr: 2.000e-02, eta: 3:43:06, time: 0.206, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0541, loss_cls: 0.1975, acc: 93.0261, loss_bbox: 0.2122, loss_mask: 0.2470, loss: 0.7389 2022-10-01 20:14:12,753 - mmdet - INFO - Epoch [15][6800/7330] lr: 2.000e-02, eta: 3:42:56, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0503, loss_cls: 0.1952, acc: 93.2358, loss_bbox: 0.2102, loss_mask: 0.2364, loss: 0.7181 2022-10-01 20:14:22,727 - mmdet - INFO - Epoch [15][6850/7330] lr: 2.000e-02, eta: 3:42:46, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0532, loss_cls: 0.2015, acc: 92.9834, loss_bbox: 0.2138, loss_mask: 0.2454, loss: 0.7414 2022-10-01 20:14:33,517 - mmdet - INFO - Epoch [15][6900/7330] lr: 2.000e-02, eta: 3:42:38, time: 0.216, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0514, loss_cls: 0.1986, acc: 93.0645, loss_bbox: 0.2106, loss_mask: 0.2440, loss: 0.7326 2022-10-01 20:14:43,704 - mmdet - INFO - Epoch [15][6950/7330] lr: 2.000e-02, eta: 3:42:28, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0544, loss_cls: 0.1996, acc: 93.0081, loss_bbox: 0.2176, loss_mask: 0.2428, loss: 0.7423 2022-10-01 20:14:53,919 - mmdet - INFO - Epoch [15][7000/7330] lr: 2.000e-02, eta: 3:42:19, time: 0.204, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0502, loss_cls: 0.1946, acc: 93.2104, loss_bbox: 0.2041, loss_mask: 0.2378, loss: 0.7153 2022-10-01 20:15:04,322 - mmdet - INFO - Epoch [15][7050/7330] lr: 2.000e-02, eta: 3:42:10, time: 0.208, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0531, loss_cls: 0.1970, acc: 93.0635, loss_bbox: 0.2113, loss_mask: 0.2368, loss: 0.7274 2022-10-01 20:15:14,572 - mmdet - INFO - Epoch [15][7100/7330] lr: 2.000e-02, eta: 3:42:00, time: 0.205, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0524, loss_cls: 0.1964, acc: 93.1028, loss_bbox: 0.2136, loss_mask: 0.2418, loss: 0.7305 2022-10-01 20:15:24,368 - mmdet - INFO - Epoch [15][7150/7330] lr: 2.000e-02, eta: 3:41:49, time: 0.196, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0520, loss_cls: 0.1957, acc: 93.1096, loss_bbox: 0.2099, loss_mask: 0.2404, loss: 0.7253 2022-10-01 20:15:34,424 - mmdet - INFO - Epoch [15][7200/7330] lr: 2.000e-02, eta: 3:41:39, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0524, loss_cls: 0.1970, acc: 93.1077, loss_bbox: 0.2093, loss_mask: 0.2396, loss: 0.7267 2022-10-01 20:15:44,449 - mmdet - INFO - Epoch [15][7250/7330] lr: 2.000e-02, eta: 3:41:29, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0533, loss_cls: 0.1905, acc: 93.4180, loss_bbox: 0.2030, loss_mask: 0.2360, loss: 0.7099 2022-10-01 20:15:54,802 - mmdet - INFO - Epoch [15][7300/7330] lr: 2.000e-02, eta: 3:41:20, time: 0.207, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0556, loss_cls: 0.2036, acc: 92.8633, loss_bbox: 0.2161, loss_mask: 0.2440, loss: 0.7477 2022-10-01 20:16:00,907 - mmdet - INFO - Saving checkpoint at 15 epochs 2022-10-01 20:16:43,718 - mmdet - INFO - Evaluating bbox... 2022-10-01 20:17:13,945 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.364 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.557 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.397 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.203 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.395 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.481 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.310 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.647 2022-10-01 20:17:13,946 - mmdet - INFO - Evaluating segm... 2022-10-01 20:17:45,507 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.527 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.150 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.478 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.455 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.455 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.455 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.487 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.602 2022-10-01 20:17:45,991 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_2x_coco_lr2e-2_wd1e-5/best_bbox_mAP_epoch_14.pth was removed 2022-10-01 20:17:46,675 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_15.pth. 2022-10-01 20:17:46,675 - mmdet - INFO - Best bbox_mAP is 0.3640 at 15 epoch. 2022-10-01 20:17:46,676 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:17:46,676 - mmdet - INFO - Epoch(val) [15][625] bbox_mAP: 0.3640, bbox_mAP_50: 0.5570, bbox_mAP_75: 0.3970, bbox_mAP_s: 0.2030, bbox_mAP_m: 0.3950, bbox_mAP_l: 0.4810, bbox_mAP_copypaste: 0.364 0.557 0.397 0.203 0.395 0.481, segm_mAP: 0.3270, segm_mAP_50: 0.5270, segm_mAP_75: 0.3470, segm_mAP_s: 0.1500, segm_mAP_m: 0.3500, segm_mAP_l: 0.4780, segm_mAP_copypaste: 0.327 0.527 0.347 0.150 0.350 0.478 2022-10-01 20:18:00,284 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:18:00,285 - mmdet - INFO - Epoch [16][50/7330] lr: 2.000e-02, eta: 3:40:56, time: 0.272, data_time: 0.098, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0554, loss_cls: 0.1938, acc: 93.1465, loss_bbox: 0.2108, loss_mask: 0.2405, loss: 0.7261 2022-10-01 20:18:12,130 - mmdet - INFO - Epoch [16][100/7330] lr: 2.000e-02, eta: 3:40:52, time: 0.237, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0516, loss_cls: 0.1890, acc: 93.2810, loss_bbox: 0.2154, loss_mask: 0.2409, loss: 0.7203 2022-10-01 20:18:22,438 - mmdet - INFO - Epoch [16][150/7330] lr: 2.000e-02, eta: 3:40:42, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0500, loss_cls: 0.1818, acc: 93.4792, loss_bbox: 0.2034, loss_mask: 0.2374, loss: 0.6943 2022-10-01 20:18:32,561 - mmdet - INFO - Epoch [16][200/7330] lr: 2.000e-02, eta: 3:40:32, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0503, loss_cls: 0.1789, acc: 93.7163, loss_bbox: 0.1995, loss_mask: 0.2331, loss: 0.6857 2022-10-01 20:18:42,738 - mmdet - INFO - Epoch [16][250/7330] lr: 2.000e-02, eta: 3:40:23, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0542, loss_cls: 0.1799, acc: 93.5439, loss_bbox: 0.2032, loss_mask: 0.2368, loss: 0.6990 2022-10-01 20:18:52,948 - mmdet - INFO - Epoch [16][300/7330] lr: 2.000e-02, eta: 3:40:13, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0476, loss_cls: 0.1732, acc: 93.8186, loss_bbox: 0.1953, loss_mask: 0.2280, loss: 0.6669 2022-10-01 20:19:03,547 - mmdet - INFO - Epoch [16][350/7330] lr: 2.000e-02, eta: 3:40:05, time: 0.212, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0529, loss_cls: 0.1888, acc: 93.3721, loss_bbox: 0.2087, loss_mask: 0.2399, loss: 0.7149 2022-10-01 20:19:13,650 - mmdet - INFO - Epoch [16][400/7330] lr: 2.000e-02, eta: 3:39:55, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0503, loss_cls: 0.1864, acc: 93.4424, loss_bbox: 0.2079, loss_mask: 0.2411, loss: 0.7097 2022-10-01 20:19:23,598 - mmdet - INFO - Epoch [16][450/7330] lr: 2.000e-02, eta: 3:39:44, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0490, loss_cls: 0.1796, acc: 93.6357, loss_bbox: 0.1965, loss_mask: 0.2345, loss: 0.6814 2022-10-01 20:19:33,697 - mmdet - INFO - Epoch [16][500/7330] lr: 2.000e-02, eta: 3:39:34, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0516, loss_cls: 0.1859, acc: 93.3979, loss_bbox: 0.2063, loss_mask: 0.2341, loss: 0.7030 2022-10-01 20:19:43,526 - mmdet - INFO - Epoch [16][550/7330] lr: 2.000e-02, eta: 3:39:24, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0500, loss_cls: 0.1857, acc: 93.4470, loss_bbox: 0.2045, loss_mask: 0.2419, loss: 0.7046 2022-10-01 20:19:53,448 - mmdet - INFO - Epoch [16][600/7330] lr: 2.000e-02, eta: 3:39:13, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0482, loss_cls: 0.1770, acc: 93.6279, loss_bbox: 0.1968, loss_mask: 0.2308, loss: 0.6765 2022-10-01 20:20:03,644 - mmdet - INFO - Epoch [16][650/7330] lr: 2.000e-02, eta: 3:39:03, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0505, loss_cls: 0.1894, acc: 93.2510, loss_bbox: 0.2135, loss_mask: 0.2407, loss: 0.7197 2022-10-01 20:20:13,232 - mmdet - INFO - Epoch [16][700/7330] lr: 2.000e-02, eta: 3:38:52, time: 0.192, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0499, loss_cls: 0.1794, acc: 93.6423, loss_bbox: 0.1971, loss_mask: 0.2300, loss: 0.6800 2022-10-01 20:20:23,350 - mmdet - INFO - Epoch [16][750/7330] lr: 2.000e-02, eta: 3:38:42, time: 0.202, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0515, loss_cls: 0.1864, acc: 93.3184, loss_bbox: 0.2080, loss_mask: 0.2370, loss: 0.7070 2022-10-01 20:20:33,236 - mmdet - INFO - Epoch [16][800/7330] lr: 2.000e-02, eta: 3:38:32, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0489, loss_cls: 0.1735, acc: 93.8699, loss_bbox: 0.1946, loss_mask: 0.2373, loss: 0.6770 2022-10-01 20:20:43,429 - mmdet - INFO - Epoch [16][850/7330] lr: 2.000e-02, eta: 3:38:22, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0503, loss_cls: 0.1830, acc: 93.4902, loss_bbox: 0.2035, loss_mask: 0.2372, loss: 0.6965 2022-10-01 20:20:53,456 - mmdet - INFO - Epoch [16][900/7330] lr: 2.000e-02, eta: 3:38:12, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0505, loss_cls: 0.1837, acc: 93.5295, loss_bbox: 0.2020, loss_mask: 0.2418, loss: 0.7037 2022-10-01 20:21:03,479 - mmdet - INFO - Epoch [16][950/7330] lr: 2.000e-02, eta: 3:38:02, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0509, loss_cls: 0.1848, acc: 93.4177, loss_bbox: 0.2038, loss_mask: 0.2367, loss: 0.7012 2022-10-01 20:21:13,638 - mmdet - INFO - Epoch [16][1000/7330] lr: 2.000e-02, eta: 3:37:52, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0513, loss_cls: 0.1827, acc: 93.4785, loss_bbox: 0.2117, loss_mask: 0.2378, loss: 0.7087 2022-10-01 20:21:23,521 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:21:23,522 - mmdet - INFO - Epoch [16][1050/7330] lr: 2.000e-02, eta: 3:37:41, time: 0.198, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0474, loss_cls: 0.1760, acc: 93.9385, loss_bbox: 0.1912, loss_mask: 0.2321, loss: 0.6687 2022-10-01 20:21:33,262 - mmdet - INFO - Epoch [16][1100/7330] lr: 2.000e-02, eta: 3:37:30, time: 0.195, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0502, loss_cls: 0.1823, acc: 93.6328, loss_bbox: 0.1995, loss_mask: 0.2447, loss: 0.7001 2022-10-01 20:21:43,343 - mmdet - INFO - Epoch [16][1150/7330] lr: 2.000e-02, eta: 3:37:20, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0527, loss_cls: 0.1908, acc: 93.3572, loss_bbox: 0.2102, loss_mask: 0.2343, loss: 0.7132 2022-10-01 20:21:53,319 - mmdet - INFO - Epoch [16][1200/7330] lr: 2.000e-02, eta: 3:37:10, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0523, loss_cls: 0.1818, acc: 93.5107, loss_bbox: 0.2043, loss_mask: 0.2420, loss: 0.7042 2022-10-01 20:22:03,397 - mmdet - INFO - Epoch [16][1250/7330] lr: 2.000e-02, eta: 3:37:00, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0522, loss_cls: 0.1912, acc: 93.2529, loss_bbox: 0.2123, loss_mask: 0.2412, loss: 0.7211 2022-10-01 20:22:13,457 - mmdet - INFO - Epoch [16][1300/7330] lr: 2.000e-02, eta: 3:36:50, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0495, loss_cls: 0.1862, acc: 93.3843, loss_bbox: 0.2058, loss_mask: 0.2380, loss: 0.7022 2022-10-01 20:22:23,501 - mmdet - INFO - Epoch [16][1350/7330] lr: 2.000e-02, eta: 3:36:40, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0505, loss_cls: 0.1848, acc: 93.5569, loss_bbox: 0.2006, loss_mask: 0.2353, loss: 0.6990 2022-10-01 20:22:33,639 - mmdet - INFO - Epoch [16][1400/7330] lr: 2.000e-02, eta: 3:36:30, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0527, loss_cls: 0.1824, acc: 93.5044, loss_bbox: 0.2037, loss_mask: 0.2402, loss: 0.7042 2022-10-01 20:22:43,967 - mmdet - INFO - Epoch [16][1450/7330] lr: 2.000e-02, eta: 3:36:21, time: 0.207, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0522, loss_cls: 0.1932, acc: 93.1501, loss_bbox: 0.2130, loss_mask: 0.2375, loss: 0.7227 2022-10-01 20:22:54,125 - mmdet - INFO - Epoch [16][1500/7330] lr: 2.000e-02, eta: 3:36:11, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0491, loss_cls: 0.1915, acc: 93.3037, loss_bbox: 0.2076, loss_mask: 0.2347, loss: 0.7077 2022-10-01 20:23:04,065 - mmdet - INFO - Epoch [16][1550/7330] lr: 2.000e-02, eta: 3:36:01, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0479, loss_cls: 0.1858, acc: 93.5483, loss_bbox: 0.2050, loss_mask: 0.2370, loss: 0.6992 2022-10-01 20:23:13,885 - mmdet - INFO - Epoch [16][1600/7330] lr: 2.000e-02, eta: 3:35:50, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0483, loss_cls: 0.1791, acc: 93.5686, loss_bbox: 0.2046, loss_mask: 0.2375, loss: 0.6932 2022-10-01 20:23:23,981 - mmdet - INFO - Epoch [16][1650/7330] lr: 2.000e-02, eta: 3:35:40, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0506, loss_cls: 0.1853, acc: 93.4509, loss_bbox: 0.2059, loss_mask: 0.2372, loss: 0.7047 2022-10-01 20:23:33,941 - mmdet - INFO - Epoch [16][1700/7330] lr: 2.000e-02, eta: 3:35:30, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0519, loss_cls: 0.1885, acc: 93.2920, loss_bbox: 0.2094, loss_mask: 0.2376, loss: 0.7131 2022-10-01 20:23:44,129 - mmdet - INFO - Epoch [16][1750/7330] lr: 2.000e-02, eta: 3:35:20, time: 0.204, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0519, loss_cls: 0.1847, acc: 93.4287, loss_bbox: 0.2068, loss_mask: 0.2460, loss: 0.7137 2022-10-01 20:23:53,906 - mmdet - INFO - Epoch [16][1800/7330] lr: 2.000e-02, eta: 3:35:09, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0488, loss_cls: 0.1739, acc: 93.7969, loss_bbox: 0.1968, loss_mask: 0.2321, loss: 0.6746 2022-10-01 20:24:03,676 - mmdet - INFO - Epoch [16][1850/7330] lr: 2.000e-02, eta: 3:34:58, time: 0.195, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0499, loss_cls: 0.1845, acc: 93.4067, loss_bbox: 0.2041, loss_mask: 0.2411, loss: 0.7040 2022-10-01 20:24:13,835 - mmdet - INFO - Epoch [16][1900/7330] lr: 2.000e-02, eta: 3:34:48, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0563, loss_cls: 0.1904, acc: 93.1636, loss_bbox: 0.2117, loss_mask: 0.2395, loss: 0.7232 2022-10-01 20:24:23,998 - mmdet - INFO - Epoch [16][1950/7330] lr: 2.000e-02, eta: 3:34:39, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0530, loss_cls: 0.1858, acc: 93.4165, loss_bbox: 0.2080, loss_mask: 0.2404, loss: 0.7132 2022-10-01 20:24:33,946 - mmdet - INFO - Epoch [16][2000/7330] lr: 2.000e-02, eta: 3:34:28, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0531, loss_cls: 0.1927, acc: 93.4041, loss_bbox: 0.2087, loss_mask: 0.2404, loss: 0.7212 2022-10-01 20:24:44,060 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:24:44,061 - mmdet - INFO - Epoch [16][2050/7330] lr: 2.000e-02, eta: 3:34:18, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0501, loss_cls: 0.1829, acc: 93.5762, loss_bbox: 0.2007, loss_mask: 0.2386, loss: 0.6959 2022-10-01 20:24:54,167 - mmdet - INFO - Epoch [16][2100/7330] lr: 2.000e-02, eta: 3:34:08, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0532, loss_cls: 0.1960, acc: 93.0129, loss_bbox: 0.2138, loss_mask: 0.2373, loss: 0.7260 2022-10-01 20:25:04,252 - mmdet - INFO - Epoch [16][2150/7330] lr: 2.000e-02, eta: 3:33:58, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0486, loss_cls: 0.1876, acc: 93.3835, loss_bbox: 0.2045, loss_mask: 0.2310, loss: 0.6983 2022-10-01 20:25:14,287 - mmdet - INFO - Epoch [16][2200/7330] lr: 2.000e-02, eta: 3:33:48, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0483, loss_cls: 0.1830, acc: 93.5281, loss_bbox: 0.2013, loss_mask: 0.2355, loss: 0.6925 2022-10-01 20:25:24,284 - mmdet - INFO - Epoch [16][2250/7330] lr: 2.000e-02, eta: 3:33:38, time: 0.200, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0509, loss_cls: 0.1823, acc: 93.6709, loss_bbox: 0.1937, loss_mask: 0.2400, loss: 0.6914 2022-10-01 20:25:35,654 - mmdet - INFO - Epoch [16][2300/7330] lr: 2.000e-02, eta: 3:33:31, time: 0.227, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0505, loss_cls: 0.1785, acc: 93.6804, loss_bbox: 0.2025, loss_mask: 0.2362, loss: 0.6919 2022-10-01 20:25:45,423 - mmdet - INFO - Epoch [16][2350/7330] lr: 2.000e-02, eta: 3:33:21, time: 0.195, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0498, loss_cls: 0.1822, acc: 93.6294, loss_bbox: 0.1920, loss_mask: 0.2307, loss: 0.6800 2022-10-01 20:25:55,417 - mmdet - INFO - Epoch [16][2400/7330] lr: 2.000e-02, eta: 3:33:10, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0495, loss_cls: 0.1797, acc: 93.6519, loss_bbox: 0.1981, loss_mask: 0.2416, loss: 0.6921 2022-10-01 20:26:05,900 - mmdet - INFO - Epoch [16][2450/7330] lr: 2.000e-02, eta: 3:33:01, time: 0.210, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0528, loss_cls: 0.1972, acc: 93.1201, loss_bbox: 0.2147, loss_mask: 0.2414, loss: 0.7322 2022-10-01 20:26:15,818 - mmdet - INFO - Epoch [16][2500/7330] lr: 2.000e-02, eta: 3:32:51, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0503, loss_cls: 0.1859, acc: 93.4055, loss_bbox: 0.2079, loss_mask: 0.2389, loss: 0.7069 2022-10-01 20:26:26,234 - mmdet - INFO - Epoch [16][2550/7330] lr: 2.000e-02, eta: 3:32:42, time: 0.208, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0541, loss_cls: 0.1945, acc: 93.1448, loss_bbox: 0.2145, loss_mask: 0.2424, loss: 0.7323 2022-10-01 20:26:36,084 - mmdet - INFO - Epoch [16][2600/7330] lr: 2.000e-02, eta: 3:32:31, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0498, loss_cls: 0.1911, acc: 93.2585, loss_bbox: 0.2093, loss_mask: 0.2378, loss: 0.7130 2022-10-01 20:26:45,987 - mmdet - INFO - Epoch [16][2650/7330] lr: 2.000e-02, eta: 3:32:21, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0526, loss_cls: 0.1921, acc: 93.2375, loss_bbox: 0.2075, loss_mask: 0.2404, loss: 0.7183 2022-10-01 20:26:55,671 - mmdet - INFO - Epoch [16][2700/7330] lr: 2.000e-02, eta: 3:32:10, time: 0.194, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0504, loss_cls: 0.1855, acc: 93.4084, loss_bbox: 0.2065, loss_mask: 0.2345, loss: 0.7014 2022-10-01 20:27:05,387 - mmdet - INFO - Epoch [16][2750/7330] lr: 2.000e-02, eta: 3:31:59, time: 0.194, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0477, loss_cls: 0.1873, acc: 93.4114, loss_bbox: 0.2035, loss_mask: 0.2354, loss: 0.6973 2022-10-01 20:27:15,530 - mmdet - INFO - Epoch [16][2800/7330] lr: 2.000e-02, eta: 3:31:49, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0526, loss_cls: 0.1884, acc: 93.3748, loss_bbox: 0.2031, loss_mask: 0.2372, loss: 0.7066 2022-10-01 20:27:25,455 - mmdet - INFO - Epoch [16][2850/7330] lr: 2.000e-02, eta: 3:31:39, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0494, loss_cls: 0.1805, acc: 93.6704, loss_bbox: 0.1976, loss_mask: 0.2371, loss: 0.6877 2022-10-01 20:27:36,845 - mmdet - INFO - Epoch [16][2900/7330] lr: 2.000e-02, eta: 3:31:32, time: 0.228, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0521, loss_cls: 0.1810, acc: 93.6238, loss_bbox: 0.1991, loss_mask: 0.2427, loss: 0.6984 2022-10-01 20:27:47,029 - mmdet - INFO - Epoch [16][2950/7330] lr: 2.000e-02, eta: 3:31:22, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0489, loss_cls: 0.1816, acc: 93.6880, loss_bbox: 0.1980, loss_mask: 0.2361, loss: 0.6889 2022-10-01 20:27:57,247 - mmdet - INFO - Epoch [16][3000/7330] lr: 2.000e-02, eta: 3:31:12, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0498, loss_cls: 0.1860, acc: 93.4929, loss_bbox: 0.2015, loss_mask: 0.2415, loss: 0.7043 2022-10-01 20:28:07,264 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:28:07,264 - mmdet - INFO - Epoch [16][3050/7330] lr: 2.000e-02, eta: 3:31:02, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0482, loss_cls: 0.1830, acc: 93.5864, loss_bbox: 0.2024, loss_mask: 0.2405, loss: 0.6989 2022-10-01 20:28:17,282 - mmdet - INFO - Epoch [16][3100/7330] lr: 2.000e-02, eta: 3:30:52, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0526, loss_cls: 0.1932, acc: 93.1936, loss_bbox: 0.2150, loss_mask: 0.2448, loss: 0.7331 2022-10-01 20:28:27,194 - mmdet - INFO - Epoch [16][3150/7330] lr: 2.000e-02, eta: 3:30:42, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0513, loss_cls: 0.1914, acc: 93.3113, loss_bbox: 0.2121, loss_mask: 0.2421, loss: 0.7225 2022-10-01 20:28:37,402 - mmdet - INFO - Epoch [16][3200/7330] lr: 2.000e-02, eta: 3:30:32, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0524, loss_cls: 0.1894, acc: 93.3142, loss_bbox: 0.2080, loss_mask: 0.2379, loss: 0.7135 2022-10-01 20:28:47,386 - mmdet - INFO - Epoch [16][3250/7330] lr: 2.000e-02, eta: 3:30:22, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0491, loss_cls: 0.1858, acc: 93.4138, loss_bbox: 0.2055, loss_mask: 0.2345, loss: 0.6986 2022-10-01 20:28:57,553 - mmdet - INFO - Epoch [16][3300/7330] lr: 2.000e-02, eta: 3:30:12, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0504, loss_cls: 0.1914, acc: 93.3132, loss_bbox: 0.2043, loss_mask: 0.2406, loss: 0.7109 2022-10-01 20:29:07,835 - mmdet - INFO - Epoch [16][3350/7330] lr: 2.000e-02, eta: 3:30:02, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0527, loss_cls: 0.1894, acc: 93.2852, loss_bbox: 0.2107, loss_mask: 0.2425, loss: 0.7203 2022-10-01 20:29:17,671 - mmdet - INFO - Epoch [16][3400/7330] lr: 2.000e-02, eta: 3:29:52, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0501, loss_cls: 0.1937, acc: 93.1987, loss_bbox: 0.2084, loss_mask: 0.2371, loss: 0.7149 2022-10-01 20:29:27,659 - mmdet - INFO - Epoch [16][3450/7330] lr: 2.000e-02, eta: 3:29:41, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0509, loss_cls: 0.1852, acc: 93.4658, loss_bbox: 0.2040, loss_mask: 0.2390, loss: 0.7065 2022-10-01 20:29:37,627 - mmdet - INFO - Epoch [16][3500/7330] lr: 2.000e-02, eta: 3:29:31, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0486, loss_cls: 0.1826, acc: 93.5618, loss_bbox: 0.1997, loss_mask: 0.2405, loss: 0.6951 2022-10-01 20:29:47,482 - mmdet - INFO - Epoch [16][3550/7330] lr: 2.000e-02, eta: 3:29:21, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0500, loss_cls: 0.1880, acc: 93.3259, loss_bbox: 0.2070, loss_mask: 0.2388, loss: 0.7088 2022-10-01 20:29:57,802 - mmdet - INFO - Epoch [16][3600/7330] lr: 2.000e-02, eta: 3:29:11, time: 0.206, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0541, loss_cls: 0.1995, acc: 92.9792, loss_bbox: 0.2201, loss_mask: 0.2399, loss: 0.7415 2022-10-01 20:30:07,965 - mmdet - INFO - Epoch [16][3650/7330] lr: 2.000e-02, eta: 3:29:01, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0514, loss_cls: 0.1877, acc: 93.3940, loss_bbox: 0.2050, loss_mask: 0.2385, loss: 0.7079 2022-10-01 20:30:18,148 - mmdet - INFO - Epoch [16][3700/7330] lr: 2.000e-02, eta: 3:28:52, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0523, loss_cls: 0.1922, acc: 93.2524, loss_bbox: 0.2072, loss_mask: 0.2399, loss: 0.7170 2022-10-01 20:30:28,163 - mmdet - INFO - Epoch [16][3750/7330] lr: 2.000e-02, eta: 3:28:41, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0525, loss_cls: 0.1935, acc: 93.2075, loss_bbox: 0.2129, loss_mask: 0.2413, loss: 0.7256 2022-10-01 20:30:38,091 - mmdet - INFO - Epoch [16][3800/7330] lr: 2.000e-02, eta: 3:28:31, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0536, loss_cls: 0.1906, acc: 93.2842, loss_bbox: 0.2106, loss_mask: 0.2423, loss: 0.7237 2022-10-01 20:30:47,926 - mmdet - INFO - Epoch [16][3850/7330] lr: 2.000e-02, eta: 3:28:20, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0518, loss_cls: 0.1837, acc: 93.4895, loss_bbox: 0.2031, loss_mask: 0.2378, loss: 0.7011 2022-10-01 20:30:57,984 - mmdet - INFO - Epoch [16][3900/7330] lr: 2.000e-02, eta: 3:28:10, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0519, loss_cls: 0.1880, acc: 93.3235, loss_bbox: 0.2086, loss_mask: 0.2401, loss: 0.7150 2022-10-01 20:31:07,975 - mmdet - INFO - Epoch [16][3950/7330] lr: 2.000e-02, eta: 3:28:00, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0485, loss_cls: 0.1828, acc: 93.5745, loss_bbox: 0.2005, loss_mask: 0.2342, loss: 0.6896 2022-10-01 20:31:18,098 - mmdet - INFO - Epoch [16][4000/7330] lr: 2.000e-02, eta: 3:27:50, time: 0.202, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0490, loss_cls: 0.1854, acc: 93.4783, loss_bbox: 0.2011, loss_mask: 0.2346, loss: 0.6939 2022-10-01 20:31:28,561 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:31:28,561 - mmdet - INFO - Epoch [16][4050/7330] lr: 2.000e-02, eta: 3:27:41, time: 0.209, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0493, loss_cls: 0.1968, acc: 93.0701, loss_bbox: 0.2134, loss_mask: 0.2439, loss: 0.7287 2022-10-01 20:31:38,435 - mmdet - INFO - Epoch [16][4100/7330] lr: 2.000e-02, eta: 3:27:31, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0507, loss_cls: 0.1884, acc: 93.4624, loss_bbox: 0.2026, loss_mask: 0.2382, loss: 0.7019 2022-10-01 20:31:48,244 - mmdet - INFO - Epoch [16][4150/7330] lr: 2.000e-02, eta: 3:27:20, time: 0.196, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0500, loss_cls: 0.1811, acc: 93.5718, loss_bbox: 0.1992, loss_mask: 0.2363, loss: 0.6905 2022-10-01 20:31:58,467 - mmdet - INFO - Epoch [16][4200/7330] lr: 2.000e-02, eta: 3:27:10, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0547, loss_cls: 0.2001, acc: 92.9282, loss_bbox: 0.2184, loss_mask: 0.2478, loss: 0.7474 2022-10-01 20:32:08,244 - mmdet - INFO - Epoch [16][4250/7330] lr: 2.000e-02, eta: 3:26:59, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0510, loss_cls: 0.1889, acc: 93.3755, loss_bbox: 0.2057, loss_mask: 0.2390, loss: 0.7108 2022-10-01 20:32:18,059 - mmdet - INFO - Epoch [16][4300/7330] lr: 2.000e-02, eta: 3:26:49, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0500, loss_cls: 0.1840, acc: 93.6321, loss_bbox: 0.1977, loss_mask: 0.2381, loss: 0.6964 2022-10-01 20:32:27,821 - mmdet - INFO - Epoch [16][4350/7330] lr: 2.000e-02, eta: 3:26:38, time: 0.195, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0515, loss_cls: 0.1872, acc: 93.3787, loss_bbox: 0.2045, loss_mask: 0.2366, loss: 0.7049 2022-10-01 20:32:37,816 - mmdet - INFO - Epoch [16][4400/7330] lr: 2.000e-02, eta: 3:26:28, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0532, loss_cls: 0.1970, acc: 93.1067, loss_bbox: 0.2125, loss_mask: 0.2418, loss: 0.7322 2022-10-01 20:32:47,697 - mmdet - INFO - Epoch [16][4450/7330] lr: 2.000e-02, eta: 3:26:17, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0538, loss_cls: 0.1955, acc: 93.1536, loss_bbox: 0.2125, loss_mask: 0.2426, loss: 0.7304 2022-10-01 20:32:58,056 - mmdet - INFO - Epoch [16][4500/7330] lr: 2.000e-02, eta: 3:26:08, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0524, loss_cls: 0.1895, acc: 93.4509, loss_bbox: 0.2065, loss_mask: 0.2457, loss: 0.7214 2022-10-01 20:33:08,061 - mmdet - INFO - Epoch [16][4550/7330] lr: 2.000e-02, eta: 3:25:58, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0500, loss_cls: 0.1899, acc: 93.3088, loss_bbox: 0.2073, loss_mask: 0.2455, loss: 0.7186 2022-10-01 20:33:17,657 - mmdet - INFO - Epoch [16][4600/7330] lr: 2.000e-02, eta: 3:25:47, time: 0.192, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0511, loss_cls: 0.1868, acc: 93.4492, loss_bbox: 0.2016, loss_mask: 0.2391, loss: 0.7027 2022-10-01 20:33:27,886 - mmdet - INFO - Epoch [16][4650/7330] lr: 2.000e-02, eta: 3:25:37, time: 0.205, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0543, loss_cls: 0.1887, acc: 93.4036, loss_bbox: 0.2047, loss_mask: 0.2374, loss: 0.7130 2022-10-01 20:33:37,975 - mmdet - INFO - Epoch [16][4700/7330] lr: 2.000e-02, eta: 3:25:27, time: 0.202, data_time: 0.040, memory: 5000, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0519, loss_cls: 0.1866, acc: 93.3479, loss_bbox: 0.2082, loss_mask: 0.2409, loss: 0.7119 2022-10-01 20:33:47,690 - mmdet - INFO - Epoch [16][4750/7330] lr: 2.000e-02, eta: 3:25:16, time: 0.194, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0495, loss_cls: 0.1883, acc: 93.4531, loss_bbox: 0.2007, loss_mask: 0.2381, loss: 0.7011 2022-10-01 20:33:57,727 - mmdet - INFO - Epoch [16][4800/7330] lr: 2.000e-02, eta: 3:25:06, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0531, loss_cls: 0.1889, acc: 93.3235, loss_bbox: 0.2071, loss_mask: 0.2334, loss: 0.7098 2022-10-01 20:34:07,751 - mmdet - INFO - Epoch [16][4850/7330] lr: 2.000e-02, eta: 3:24:56, time: 0.200, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0484, loss_cls: 0.1835, acc: 93.4805, loss_bbox: 0.1985, loss_mask: 0.2337, loss: 0.6886 2022-10-01 20:34:17,825 - mmdet - INFO - Epoch [16][4900/7330] lr: 2.000e-02, eta: 3:24:46, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0485, loss_cls: 0.1867, acc: 93.5430, loss_bbox: 0.1980, loss_mask: 0.2300, loss: 0.6879 2022-10-01 20:34:28,261 - mmdet - INFO - Epoch [16][4950/7330] lr: 2.000e-02, eta: 3:24:37, time: 0.209, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0566, loss_cls: 0.1984, acc: 93.1040, loss_bbox: 0.2109, loss_mask: 0.2398, loss: 0.7339 2022-10-01 20:34:38,521 - mmdet - INFO - Epoch [16][5000/7330] lr: 2.000e-02, eta: 3:24:27, time: 0.205, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0533, loss_cls: 0.1852, acc: 93.4697, loss_bbox: 0.2030, loss_mask: 0.2436, loss: 0.7108 2022-10-01 20:34:48,414 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:34:48,415 - mmdet - INFO - Epoch [16][5050/7330] lr: 2.000e-02, eta: 3:24:17, time: 0.198, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0502, loss_cls: 0.1877, acc: 93.4407, loss_bbox: 0.2020, loss_mask: 0.2378, loss: 0.7029 2022-10-01 20:34:58,307 - mmdet - INFO - Epoch [16][5100/7330] lr: 2.000e-02, eta: 3:24:06, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0510, loss_cls: 0.1936, acc: 93.1509, loss_bbox: 0.2133, loss_mask: 0.2432, loss: 0.7272 2022-10-01 20:35:08,395 - mmdet - INFO - Epoch [16][5150/7330] lr: 2.000e-02, eta: 3:23:56, time: 0.202, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0510, loss_cls: 0.1908, acc: 93.2879, loss_bbox: 0.2038, loss_mask: 0.2394, loss: 0.7113 2022-10-01 20:35:18,455 - mmdet - INFO - Epoch [16][5200/7330] lr: 2.000e-02, eta: 3:23:46, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0533, loss_cls: 0.1900, acc: 93.2786, loss_bbox: 0.2127, loss_mask: 0.2452, loss: 0.7286 2022-10-01 20:35:28,436 - mmdet - INFO - Epoch [16][5250/7330] lr: 2.000e-02, eta: 3:23:36, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0503, loss_cls: 0.1896, acc: 93.4214, loss_bbox: 0.2032, loss_mask: 0.2383, loss: 0.7076 2022-10-01 20:35:38,080 - mmdet - INFO - Epoch [16][5300/7330] lr: 2.000e-02, eta: 3:23:25, time: 0.193, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0485, loss_cls: 0.1799, acc: 93.6846, loss_bbox: 0.2002, loss_mask: 0.2375, loss: 0.6901 2022-10-01 20:35:47,572 - mmdet - INFO - Epoch [16][5350/7330] lr: 2.000e-02, eta: 3:23:14, time: 0.190, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0484, loss_cls: 0.1863, acc: 93.3669, loss_bbox: 0.2073, loss_mask: 0.2420, loss: 0.7071 2022-10-01 20:35:57,904 - mmdet - INFO - Epoch [16][5400/7330] lr: 2.000e-02, eta: 3:23:04, time: 0.207, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0553, loss_cls: 0.2000, acc: 93.0015, loss_bbox: 0.2162, loss_mask: 0.2442, loss: 0.7425 2022-10-01 20:36:07,906 - mmdet - INFO - Epoch [16][5450/7330] lr: 2.000e-02, eta: 3:22:54, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0506, loss_cls: 0.1940, acc: 93.1436, loss_bbox: 0.2057, loss_mask: 0.2406, loss: 0.7163 2022-10-01 20:36:17,895 - mmdet - INFO - Epoch [16][5500/7330] lr: 2.000e-02, eta: 3:22:44, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0525, loss_cls: 0.1914, acc: 93.3027, loss_bbox: 0.2098, loss_mask: 0.2366, loss: 0.7166 2022-10-01 20:36:28,114 - mmdet - INFO - Epoch [16][5550/7330] lr: 2.000e-02, eta: 3:22:34, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0487, loss_cls: 0.1925, acc: 93.2173, loss_bbox: 0.2085, loss_mask: 0.2388, loss: 0.7132 2022-10-01 20:36:38,285 - mmdet - INFO - Epoch [16][5600/7330] lr: 2.000e-02, eta: 3:22:24, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0521, loss_cls: 0.1875, acc: 93.3406, loss_bbox: 0.2079, loss_mask: 0.2372, loss: 0.7095 2022-10-01 20:36:48,373 - mmdet - INFO - Epoch [16][5650/7330] lr: 2.000e-02, eta: 3:22:14, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0522, loss_cls: 0.1879, acc: 93.2556, loss_bbox: 0.2076, loss_mask: 0.2419, loss: 0.7162 2022-10-01 20:36:58,608 - mmdet - INFO - Epoch [16][5700/7330] lr: 2.000e-02, eta: 3:22:05, time: 0.205, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0521, loss_cls: 0.1950, acc: 93.1636, loss_bbox: 0.2132, loss_mask: 0.2427, loss: 0.7284 2022-10-01 20:37:08,685 - mmdet - INFO - Epoch [16][5750/7330] lr: 2.000e-02, eta: 3:21:55, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0545, loss_cls: 0.2009, acc: 93.0220, loss_bbox: 0.2140, loss_mask: 0.2487, loss: 0.7455 2022-10-01 20:37:18,921 - mmdet - INFO - Epoch [16][5800/7330] lr: 2.000e-02, eta: 3:21:45, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0502, loss_cls: 0.1974, acc: 93.0991, loss_bbox: 0.2101, loss_mask: 0.2441, loss: 0.7280 2022-10-01 20:37:29,064 - mmdet - INFO - Epoch [16][5850/7330] lr: 2.000e-02, eta: 3:21:35, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0512, loss_cls: 0.1909, acc: 93.3098, loss_bbox: 0.2048, loss_mask: 0.2367, loss: 0.7105 2022-10-01 20:37:38,932 - mmdet - INFO - Epoch [16][5900/7330] lr: 2.000e-02, eta: 3:21:25, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0507, loss_cls: 0.1874, acc: 93.4785, loss_bbox: 0.1978, loss_mask: 0.2344, loss: 0.6955 2022-10-01 20:37:48,908 - mmdet - INFO - Epoch [16][5950/7330] lr: 2.000e-02, eta: 3:21:14, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0489, loss_cls: 0.1863, acc: 93.4822, loss_bbox: 0.1954, loss_mask: 0.2432, loss: 0.6987 2022-10-01 20:37:58,861 - mmdet - INFO - Epoch [16][6000/7330] lr: 2.000e-02, eta: 3:21:04, time: 0.199, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0492, loss_cls: 0.1874, acc: 93.5996, loss_bbox: 0.1987, loss_mask: 0.2349, loss: 0.6968 2022-10-01 20:38:08,846 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:38:08,846 - mmdet - INFO - Epoch [16][6050/7330] lr: 2.000e-02, eta: 3:20:54, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0499, loss_cls: 0.1924, acc: 93.1843, loss_bbox: 0.2121, loss_mask: 0.2372, loss: 0.7170 2022-10-01 20:38:18,978 - mmdet - INFO - Epoch [16][6100/7330] lr: 2.000e-02, eta: 3:20:44, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0514, loss_cls: 0.1831, acc: 93.4297, loss_bbox: 0.2039, loss_mask: 0.2405, loss: 0.7053 2022-10-01 20:38:29,024 - mmdet - INFO - Epoch [16][6150/7330] lr: 2.000e-02, eta: 3:20:34, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0545, loss_cls: 0.1922, acc: 93.2180, loss_bbox: 0.2110, loss_mask: 0.2405, loss: 0.7237 2022-10-01 20:38:38,990 - mmdet - INFO - Epoch [16][6200/7330] lr: 2.000e-02, eta: 3:20:24, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0534, loss_cls: 0.1917, acc: 93.2019, loss_bbox: 0.2107, loss_mask: 0.2402, loss: 0.7228 2022-10-01 20:38:48,837 - mmdet - INFO - Epoch [16][6250/7330] lr: 2.000e-02, eta: 3:20:13, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0526, loss_cls: 0.1913, acc: 93.2993, loss_bbox: 0.2095, loss_mask: 0.2389, loss: 0.7180 2022-10-01 20:38:58,880 - mmdet - INFO - Epoch [16][6300/7330] lr: 2.000e-02, eta: 3:20:03, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0509, loss_cls: 0.1975, acc: 93.1738, loss_bbox: 0.2091, loss_mask: 0.2382, loss: 0.7218 2022-10-01 20:39:09,182 - mmdet - INFO - Epoch [16][6350/7330] lr: 2.000e-02, eta: 3:19:53, time: 0.206, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0515, loss_cls: 0.1893, acc: 93.3740, loss_bbox: 0.2095, loss_mask: 0.2443, loss: 0.7220 2022-10-01 20:39:19,223 - mmdet - INFO - Epoch [16][6400/7330] lr: 2.000e-02, eta: 3:19:43, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0524, loss_cls: 0.1986, acc: 93.0676, loss_bbox: 0.2105, loss_mask: 0.2388, loss: 0.7284 2022-10-01 20:39:29,310 - mmdet - INFO - Epoch [16][6450/7330] lr: 2.000e-02, eta: 3:19:33, time: 0.202, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0522, loss_cls: 0.1917, acc: 93.2817, loss_bbox: 0.2060, loss_mask: 0.2434, loss: 0.7208 2022-10-01 20:39:39,336 - mmdet - INFO - Epoch [16][6500/7330] lr: 2.000e-02, eta: 3:19:23, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0499, loss_cls: 0.1899, acc: 93.3616, loss_bbox: 0.2081, loss_mask: 0.2412, loss: 0.7146 2022-10-01 20:39:49,379 - mmdet - INFO - Epoch [16][6550/7330] lr: 2.000e-02, eta: 3:19:13, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0510, loss_cls: 0.1839, acc: 93.5137, loss_bbox: 0.1993, loss_mask: 0.2336, loss: 0.6924 2022-10-01 20:39:59,137 - mmdet - INFO - Epoch [16][6600/7330] lr: 2.000e-02, eta: 3:19:02, time: 0.195, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0507, loss_cls: 0.1934, acc: 93.2241, loss_bbox: 0.2087, loss_mask: 0.2411, loss: 0.7196 2022-10-01 20:40:09,547 - mmdet - INFO - Epoch [16][6650/7330] lr: 2.000e-02, eta: 3:18:53, time: 0.208, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0531, loss_cls: 0.1920, acc: 93.2886, loss_bbox: 0.2055, loss_mask: 0.2347, loss: 0.7109 2022-10-01 20:40:19,752 - mmdet - INFO - Epoch [16][6700/7330] lr: 2.000e-02, eta: 3:18:43, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0518, loss_cls: 0.1991, acc: 93.0928, loss_bbox: 0.2086, loss_mask: 0.2397, loss: 0.7273 2022-10-01 20:40:29,452 - mmdet - INFO - Epoch [16][6750/7330] lr: 2.000e-02, eta: 3:18:33, time: 0.194, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0516, loss_cls: 0.1887, acc: 93.3608, loss_bbox: 0.2045, loss_mask: 0.2412, loss: 0.7116 2022-10-01 20:40:39,427 - mmdet - INFO - Epoch [16][6800/7330] lr: 2.000e-02, eta: 3:18:22, time: 0.199, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0530, loss_cls: 0.1935, acc: 93.2378, loss_bbox: 0.2072, loss_mask: 0.2437, loss: 0.7247 2022-10-01 20:40:49,640 - mmdet - INFO - Epoch [16][6850/7330] lr: 2.000e-02, eta: 3:18:13, time: 0.204, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0512, loss_cls: 0.1856, acc: 93.4307, loss_bbox: 0.2053, loss_mask: 0.2363, loss: 0.7033 2022-10-01 20:40:59,781 - mmdet - INFO - Epoch [16][6900/7330] lr: 2.000e-02, eta: 3:18:03, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0498, loss_cls: 0.1838, acc: 93.5835, loss_bbox: 0.2012, loss_mask: 0.2326, loss: 0.6931 2022-10-01 20:41:10,050 - mmdet - INFO - Epoch [16][6950/7330] lr: 2.000e-02, eta: 3:17:53, time: 0.205, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0525, loss_cls: 0.1914, acc: 93.2085, loss_bbox: 0.2127, loss_mask: 0.2403, loss: 0.7256 2022-10-01 20:41:20,153 - mmdet - INFO - Epoch [16][7000/7330] lr: 2.000e-02, eta: 3:17:43, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0532, loss_cls: 0.1838, acc: 93.6023, loss_bbox: 0.2009, loss_mask: 0.2338, loss: 0.7021 2022-10-01 20:41:30,656 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:41:30,657 - mmdet - INFO - Epoch [16][7050/7330] lr: 2.000e-02, eta: 3:17:34, time: 0.210, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0522, loss_cls: 0.1962, acc: 93.0940, loss_bbox: 0.2150, loss_mask: 0.2401, loss: 0.7308 2022-10-01 20:41:40,429 - mmdet - INFO - Epoch [16][7100/7330] lr: 2.000e-02, eta: 3:17:23, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0460, loss_cls: 0.1917, acc: 93.3694, loss_bbox: 0.2007, loss_mask: 0.2376, loss: 0.7005 2022-10-01 20:41:50,607 - mmdet - INFO - Epoch [16][7150/7330] lr: 2.000e-02, eta: 3:17:13, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0485, loss_cls: 0.1807, acc: 93.7083, loss_bbox: 0.1984, loss_mask: 0.2339, loss: 0.6867 2022-10-01 20:42:00,767 - mmdet - INFO - Epoch [16][7200/7330] lr: 2.000e-02, eta: 3:17:04, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0521, loss_cls: 0.1948, acc: 93.1387, loss_bbox: 0.2092, loss_mask: 0.2375, loss: 0.7203 2022-10-01 20:42:10,779 - mmdet - INFO - Epoch [16][7250/7330] lr: 2.000e-02, eta: 3:16:53, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0514, loss_cls: 0.1938, acc: 93.1792, loss_bbox: 0.2111, loss_mask: 0.2432, loss: 0.7252 2022-10-01 20:42:20,413 - mmdet - INFO - Epoch [16][7300/7330] lr: 2.000e-02, eta: 3:16:43, time: 0.193, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0502, loss_cls: 0.1850, acc: 93.5659, loss_bbox: 0.2000, loss_mask: 0.2371, loss: 0.6968 2022-10-01 20:42:26,709 - mmdet - INFO - Saving checkpoint at 16 epochs 2022-10-01 20:43:10,596 - mmdet - INFO - Evaluating bbox... 2022-10-01 20:43:40,486 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.554 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.393 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.201 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.391 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.474 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.310 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.658 2022-10-01 20:43:40,486 - mmdet - INFO - Evaluating segm... 2022-10-01 20:44:15,383 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.325 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.524 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.149 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.481 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.461 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.461 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.461 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.492 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.617 2022-10-01 20:44:15,839 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 20:44:15,840 - mmdet - INFO - Epoch(val) [16][625] bbox_mAP: 0.3610, bbox_mAP_50: 0.5540, bbox_mAP_75: 0.3930, bbox_mAP_s: 0.2010, bbox_mAP_m: 0.3910, bbox_mAP_l: 0.4740, bbox_mAP_copypaste: 0.361 0.554 0.393 0.201 0.391 0.474, segm_mAP: 0.3250, segm_mAP_50: 0.5240, segm_mAP_75: 0.3440, segm_mAP_s: 0.1490, segm_mAP_m: 0.3480, segm_mAP_l: 0.4810, segm_mAP_copypaste: 0.325 0.524 0.344 0.149 0.348 0.481 2022-10-01 20:44:29,338 - mmdet - INFO - Epoch [17][50/7330] lr: 2.000e-03, eta: 3:16:21, time: 0.270, data_time: 0.091, memory: 5000, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0478, loss_cls: 0.1758, acc: 93.7419, loss_bbox: 0.1954, loss_mask: 0.2312, loss: 0.6712 2022-10-01 20:44:39,746 - mmdet - INFO - Epoch [17][100/7330] lr: 2.000e-03, eta: 3:16:12, time: 0.208, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0472, loss_cls: 0.1731, acc: 93.7734, loss_bbox: 0.1961, loss_mask: 0.2251, loss: 0.6646 2022-10-01 20:44:50,442 - mmdet - INFO - Epoch [17][150/7330] lr: 2.000e-03, eta: 3:16:03, time: 0.214, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0488, loss_cls: 0.1735, acc: 93.7681, loss_bbox: 0.1970, loss_mask: 0.2234, loss: 0.6653 2022-10-01 20:45:00,580 - mmdet - INFO - Epoch [17][200/7330] lr: 2.000e-03, eta: 3:15:53, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0482, loss_cls: 0.1667, acc: 93.9890, loss_bbox: 0.1963, loss_mask: 0.2308, loss: 0.6608 2022-10-01 20:45:11,053 - mmdet - INFO - Epoch [17][250/7330] lr: 2.000e-03, eta: 3:15:44, time: 0.209, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0215, loss_rpn_bbox: 0.0485, loss_cls: 0.1696, acc: 93.8057, loss_bbox: 0.1972, loss_mask: 0.2275, loss: 0.6643 2022-10-01 20:45:21,396 - mmdet - INFO - Epoch [17][300/7330] lr: 2.000e-03, eta: 3:15:34, time: 0.207, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0443, loss_cls: 0.1651, acc: 94.0300, loss_bbox: 0.1897, loss_mask: 0.2239, loss: 0.6418 2022-10-01 20:45:31,665 - mmdet - INFO - Epoch [17][350/7330] lr: 2.000e-03, eta: 3:15:25, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0478, loss_cls: 0.1674, acc: 93.8735, loss_bbox: 0.1961, loss_mask: 0.2343, loss: 0.6655 2022-10-01 20:45:42,149 - mmdet - INFO - Epoch [17][400/7330] lr: 2.000e-03, eta: 3:15:16, time: 0.210, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0492, loss_cls: 0.1695, acc: 93.8477, loss_bbox: 0.2010, loss_mask: 0.2276, loss: 0.6682 2022-10-01 20:45:52,186 - mmdet - INFO - Epoch [17][450/7330] lr: 2.000e-03, eta: 3:15:05, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0494, loss_cls: 0.1667, acc: 93.9333, loss_bbox: 0.1945, loss_mask: 0.2235, loss: 0.6551 2022-10-01 20:46:02,279 - mmdet - INFO - Epoch [17][500/7330] lr: 2.000e-03, eta: 3:14:55, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0490, loss_cls: 0.1687, acc: 93.8889, loss_bbox: 0.2002, loss_mask: 0.2339, loss: 0.6729 2022-10-01 20:46:12,295 - mmdet - INFO - Epoch [17][550/7330] lr: 2.000e-03, eta: 3:14:45, time: 0.200, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0488, loss_cls: 0.1640, acc: 93.9570, loss_bbox: 0.1950, loss_mask: 0.2270, loss: 0.6549 2022-10-01 20:46:22,396 - mmdet - INFO - Epoch [17][600/7330] lr: 2.000e-03, eta: 3:14:35, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0463, loss_cls: 0.1637, acc: 94.0449, loss_bbox: 0.1961, loss_mask: 0.2349, loss: 0.6610 2022-10-01 20:46:32,654 - mmdet - INFO - Epoch [17][650/7330] lr: 2.000e-03, eta: 3:14:26, time: 0.205, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0484, loss_cls: 0.1675, acc: 93.9734, loss_bbox: 0.1995, loss_mask: 0.2316, loss: 0.6675 2022-10-01 20:46:42,959 - mmdet - INFO - Epoch [17][700/7330] lr: 2.000e-03, eta: 3:14:16, time: 0.206, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0488, loss_cls: 0.1672, acc: 93.8872, loss_bbox: 0.1997, loss_mask: 0.2313, loss: 0.6683 2022-10-01 20:46:53,198 - mmdet - INFO - Epoch [17][750/7330] lr: 2.000e-03, eta: 3:14:06, time: 0.205, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0476, loss_cls: 0.1592, acc: 94.2361, loss_bbox: 0.1912, loss_mask: 0.2240, loss: 0.6411 2022-10-01 20:47:03,233 - mmdet - INFO - Epoch [17][800/7330] lr: 2.000e-03, eta: 3:13:56, time: 0.201, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0486, loss_cls: 0.1590, acc: 94.2163, loss_bbox: 0.1878, loss_mask: 0.2266, loss: 0.6415 2022-10-01 20:47:13,594 - mmdet - INFO - Epoch [17][850/7330] lr: 2.000e-03, eta: 3:13:47, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0476, loss_cls: 0.1649, acc: 94.0801, loss_bbox: 0.1975, loss_mask: 0.2276, loss: 0.6576 2022-10-01 20:47:23,854 - mmdet - INFO - Epoch [17][900/7330] lr: 2.000e-03, eta: 3:13:37, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0501, loss_cls: 0.1603, acc: 94.1094, loss_bbox: 0.1932, loss_mask: 0.2278, loss: 0.6511 2022-10-01 20:47:33,865 - mmdet - INFO - Epoch [17][950/7330] lr: 2.000e-03, eta: 3:13:27, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0458, loss_cls: 0.1548, acc: 94.4084, loss_bbox: 0.1846, loss_mask: 0.2248, loss: 0.6298 2022-10-01 20:47:43,855 - mmdet - INFO - Epoch [17][1000/7330] lr: 2.000e-03, eta: 3:13:17, time: 0.200, data_time: 0.025, memory: 5000, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0480, loss_cls: 0.1626, acc: 94.0881, loss_bbox: 0.1924, loss_mask: 0.2229, loss: 0.6454 2022-10-01 20:47:54,094 - mmdet - INFO - Epoch [17][1050/7330] lr: 2.000e-03, eta: 3:13:07, time: 0.205, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0479, loss_cls: 0.1577, acc: 94.2969, loss_bbox: 0.1881, loss_mask: 0.2219, loss: 0.6350 2022-10-01 20:48:04,195 - mmdet - INFO - Epoch [17][1100/7330] lr: 2.000e-03, eta: 3:12:57, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0498, loss_cls: 0.1704, acc: 93.8423, loss_bbox: 0.2061, loss_mask: 0.2302, loss: 0.6767 2022-10-01 20:48:14,523 - mmdet - INFO - Epoch [17][1150/7330] lr: 2.000e-03, eta: 3:12:48, time: 0.207, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0497, loss_cls: 0.1723, acc: 93.6499, loss_bbox: 0.2047, loss_mask: 0.2292, loss: 0.6776 2022-10-01 20:48:24,532 - mmdet - INFO - Epoch [17][1200/7330] lr: 2.000e-03, eta: 3:12:37, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0466, loss_cls: 0.1595, acc: 94.2117, loss_bbox: 0.1908, loss_mask: 0.2243, loss: 0.6415 2022-10-01 20:48:34,729 - mmdet - INFO - Epoch [17][1250/7330] lr: 2.000e-03, eta: 3:12:28, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0456, loss_cls: 0.1632, acc: 94.0518, loss_bbox: 0.1986, loss_mask: 0.2334, loss: 0.6610 2022-10-01 20:48:45,019 - mmdet - INFO - Epoch [17][1300/7330] lr: 2.000e-03, eta: 3:12:18, time: 0.206, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0499, loss_cls: 0.1628, acc: 94.1292, loss_bbox: 0.1939, loss_mask: 0.2286, loss: 0.6562 2022-10-01 20:48:54,934 - mmdet - INFO - Epoch [17][1350/7330] lr: 2.000e-03, eta: 3:12:08, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0483, loss_cls: 0.1654, acc: 93.9680, loss_bbox: 0.1947, loss_mask: 0.2271, loss: 0.6553 2022-10-01 20:49:04,574 - mmdet - INFO - Epoch [17][1400/7330] lr: 2.000e-03, eta: 3:11:57, time: 0.193, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0461, loss_cls: 0.1555, acc: 94.4233, loss_bbox: 0.1830, loss_mask: 0.2214, loss: 0.6251 2022-10-01 20:49:14,496 - mmdet - INFO - Epoch [17][1450/7330] lr: 2.000e-03, eta: 3:11:46, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0471, loss_cls: 0.1515, acc: 94.4500, loss_bbox: 0.1859, loss_mask: 0.2243, loss: 0.6280 2022-10-01 20:49:24,757 - mmdet - INFO - Epoch [17][1500/7330] lr: 2.000e-03, eta: 3:11:37, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0476, loss_cls: 0.1611, acc: 94.0793, loss_bbox: 0.1936, loss_mask: 0.2243, loss: 0.6468 2022-10-01 20:49:34,765 - mmdet - INFO - Epoch [17][1550/7330] lr: 2.000e-03, eta: 3:11:27, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0448, loss_cls: 0.1619, acc: 94.0239, loss_bbox: 0.1973, loss_mask: 0.2260, loss: 0.6481 2022-10-01 20:49:45,266 - mmdet - INFO - Epoch [17][1600/7330] lr: 2.000e-03, eta: 3:11:17, time: 0.210, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0470, loss_cls: 0.1614, acc: 94.1035, loss_bbox: 0.1919, loss_mask: 0.2253, loss: 0.6447 2022-10-01 20:49:55,543 - mmdet - INFO - Epoch [17][1650/7330] lr: 2.000e-03, eta: 3:11:08, time: 0.206, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0450, loss_cls: 0.1595, acc: 94.1541, loss_bbox: 0.1917, loss_mask: 0.2223, loss: 0.6382 2022-10-01 20:50:05,375 - mmdet - INFO - Epoch [17][1700/7330] lr: 2.000e-03, eta: 3:10:57, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0451, loss_cls: 0.1541, acc: 94.3589, loss_bbox: 0.1884, loss_mask: 0.2222, loss: 0.6281 2022-10-01 20:50:15,246 - mmdet - INFO - Epoch [17][1750/7330] lr: 2.000e-03, eta: 3:10:47, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0472, loss_cls: 0.1561, acc: 94.2434, loss_bbox: 0.1893, loss_mask: 0.2243, loss: 0.6353 2022-10-01 20:50:25,553 - mmdet - INFO - Epoch [17][1800/7330] lr: 2.000e-03, eta: 3:10:37, time: 0.206, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0517, loss_cls: 0.1721, acc: 93.7332, loss_bbox: 0.2061, loss_mask: 0.2363, loss: 0.6868 2022-10-01 20:50:35,683 - mmdet - INFO - Epoch [17][1850/7330] lr: 2.000e-03, eta: 3:10:27, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0476, loss_cls: 0.1607, acc: 94.0237, loss_bbox: 0.1970, loss_mask: 0.2303, loss: 0.6552 2022-10-01 20:50:45,388 - mmdet - INFO - Epoch [17][1900/7330] lr: 2.000e-03, eta: 3:10:17, time: 0.194, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0440, loss_cls: 0.1584, acc: 94.2808, loss_bbox: 0.1857, loss_mask: 0.2234, loss: 0.6302 2022-10-01 20:50:55,344 - mmdet - INFO - Epoch [17][1950/7330] lr: 2.000e-03, eta: 3:10:06, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0470, loss_cls: 0.1659, acc: 94.0039, loss_bbox: 0.1984, loss_mask: 0.2249, loss: 0.6549 2022-10-01 20:51:05,590 - mmdet - INFO - Epoch [17][2000/7330] lr: 2.000e-03, eta: 3:09:57, time: 0.205, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0477, loss_cls: 0.1681, acc: 93.8760, loss_bbox: 0.1989, loss_mask: 0.2300, loss: 0.6648 2022-10-01 20:51:16,118 - mmdet - INFO - Epoch [17][2050/7330] lr: 2.000e-03, eta: 3:09:47, time: 0.211, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0487, loss_cls: 0.1649, acc: 93.9470, loss_bbox: 0.1985, loss_mask: 0.2299, loss: 0.6628 2022-10-01 20:51:26,076 - mmdet - INFO - Epoch [17][2100/7330] lr: 2.000e-03, eta: 3:09:37, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0465, loss_cls: 0.1575, acc: 94.2852, loss_bbox: 0.1916, loss_mask: 0.2260, loss: 0.6404 2022-10-01 20:51:35,881 - mmdet - INFO - Epoch [17][2150/7330] lr: 2.000e-03, eta: 3:09:27, time: 0.196, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0474, loss_cls: 0.1623, acc: 94.1152, loss_bbox: 0.1933, loss_mask: 0.2257, loss: 0.6481 2022-10-01 20:51:45,773 - mmdet - INFO - Epoch [17][2200/7330] lr: 2.000e-03, eta: 3:09:16, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0457, loss_cls: 0.1571, acc: 94.3381, loss_bbox: 0.1873, loss_mask: 0.2204, loss: 0.6287 2022-10-01 20:51:55,951 - mmdet - INFO - Epoch [17][2250/7330] lr: 2.000e-03, eta: 3:09:06, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0495, loss_cls: 0.1677, acc: 93.8713, loss_bbox: 0.1945, loss_mask: 0.2241, loss: 0.6562 2022-10-01 20:52:06,072 - mmdet - INFO - Epoch [17][2300/7330] lr: 2.000e-03, eta: 3:08:56, time: 0.202, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0444, loss_cls: 0.1562, acc: 94.2625, loss_bbox: 0.1880, loss_mask: 0.2188, loss: 0.6254 2022-10-01 20:52:16,196 - mmdet - INFO - Epoch [17][2350/7330] lr: 2.000e-03, eta: 3:08:46, time: 0.203, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0475, loss_cls: 0.1556, acc: 94.4009, loss_bbox: 0.1847, loss_mask: 0.2207, loss: 0.6274 2022-10-01 20:52:26,301 - mmdet - INFO - Epoch [17][2400/7330] lr: 2.000e-03, eta: 3:08:36, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0452, loss_cls: 0.1570, acc: 94.2314, loss_bbox: 0.1866, loss_mask: 0.2197, loss: 0.6277 2022-10-01 20:52:36,603 - mmdet - INFO - Epoch [17][2450/7330] lr: 2.000e-03, eta: 3:08:27, time: 0.206, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0504, loss_cls: 0.1629, acc: 94.1765, loss_bbox: 0.1960, loss_mask: 0.2266, loss: 0.6559 2022-10-01 20:52:46,664 - mmdet - INFO - Epoch [17][2500/7330] lr: 2.000e-03, eta: 3:08:17, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0504, loss_cls: 0.1615, acc: 94.0964, loss_bbox: 0.1905, loss_mask: 0.2250, loss: 0.6463 2022-10-01 20:52:56,715 - mmdet - INFO - Epoch [17][2550/7330] lr: 2.000e-03, eta: 3:08:07, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0440, loss_cls: 0.1569, acc: 94.2935, loss_bbox: 0.1876, loss_mask: 0.2222, loss: 0.6290 2022-10-01 20:53:07,116 - mmdet - INFO - Epoch [17][2600/7330] lr: 2.000e-03, eta: 3:07:57, time: 0.208, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0472, loss_cls: 0.1603, acc: 94.1553, loss_bbox: 0.1949, loss_mask: 0.2270, loss: 0.6483 2022-10-01 20:53:17,129 - mmdet - INFO - Epoch [17][2650/7330] lr: 2.000e-03, eta: 3:07:47, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0463, loss_cls: 0.1596, acc: 94.2102, loss_bbox: 0.1900, loss_mask: 0.2242, loss: 0.6383 2022-10-01 20:53:27,041 - mmdet - INFO - Epoch [17][2700/7330] lr: 2.000e-03, eta: 3:07:37, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0462, loss_cls: 0.1541, acc: 94.3738, loss_bbox: 0.1841, loss_mask: 0.2191, loss: 0.6224 2022-10-01 20:53:37,312 - mmdet - INFO - Epoch [17][2750/7330] lr: 2.000e-03, eta: 3:07:27, time: 0.205, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0505, loss_cls: 0.1629, acc: 94.0955, loss_bbox: 0.1932, loss_mask: 0.2250, loss: 0.6519 2022-10-01 20:53:47,637 - mmdet - INFO - Epoch [17][2800/7330] lr: 2.000e-03, eta: 3:07:17, time: 0.207, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0459, loss_cls: 0.1629, acc: 94.0559, loss_bbox: 0.1931, loss_mask: 0.2265, loss: 0.6472 2022-10-01 20:53:57,285 - mmdet - INFO - Epoch [17][2850/7330] lr: 2.000e-03, eta: 3:07:07, time: 0.193, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0431, loss_cls: 0.1499, acc: 94.5061, loss_bbox: 0.1827, loss_mask: 0.2175, loss: 0.6108 2022-10-01 20:54:07,388 - mmdet - INFO - Epoch [17][2900/7330] lr: 2.000e-03, eta: 3:06:57, time: 0.202, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0464, loss_cls: 0.1618, acc: 94.1201, loss_bbox: 0.1921, loss_mask: 0.2221, loss: 0.6417 2022-10-01 20:54:17,337 - mmdet - INFO - Epoch [17][2950/7330] lr: 2.000e-03, eta: 3:06:46, time: 0.199, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0455, loss_cls: 0.1559, acc: 94.2876, loss_bbox: 0.1888, loss_mask: 0.2201, loss: 0.6286 2022-10-01 20:54:27,158 - mmdet - INFO - Epoch [17][3000/7330] lr: 2.000e-03, eta: 3:06:36, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0432, loss_cls: 0.1527, acc: 94.4705, loss_bbox: 0.1809, loss_mask: 0.2190, loss: 0.6129 2022-10-01 20:54:37,317 - mmdet - INFO - Epoch [17][3050/7330] lr: 2.000e-03, eta: 3:06:26, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0462, loss_cls: 0.1533, acc: 94.4150, loss_bbox: 0.1895, loss_mask: 0.2253, loss: 0.6328 2022-10-01 20:54:47,182 - mmdet - INFO - Epoch [17][3100/7330] lr: 2.000e-03, eta: 3:06:16, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0488, loss_cls: 0.1549, acc: 94.2922, loss_bbox: 0.1870, loss_mask: 0.2285, loss: 0.6374 2022-10-01 20:54:57,217 - mmdet - INFO - Epoch [17][3150/7330] lr: 2.000e-03, eta: 3:06:06, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0459, loss_cls: 0.1589, acc: 94.2017, loss_bbox: 0.1905, loss_mask: 0.2278, loss: 0.6433 2022-10-01 20:55:07,442 - mmdet - INFO - Epoch [17][3200/7330] lr: 2.000e-03, eta: 3:05:56, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0459, loss_cls: 0.1614, acc: 94.0586, loss_bbox: 0.1917, loss_mask: 0.2278, loss: 0.6460 2022-10-01 20:55:17,641 - mmdet - INFO - Epoch [17][3250/7330] lr: 2.000e-03, eta: 3:05:46, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0479, loss_cls: 0.1580, acc: 94.2476, loss_bbox: 0.1948, loss_mask: 0.2222, loss: 0.6417 2022-10-01 20:55:27,617 - mmdet - INFO - Epoch [17][3300/7330] lr: 2.000e-03, eta: 3:05:36, time: 0.200, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0470, loss_cls: 0.1594, acc: 94.1492, loss_bbox: 0.1924, loss_mask: 0.2281, loss: 0.6460 2022-10-01 20:55:37,532 - mmdet - INFO - Epoch [17][3350/7330] lr: 2.000e-03, eta: 3:05:25, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0459, loss_cls: 0.1596, acc: 94.0896, loss_bbox: 0.1926, loss_mask: 0.2208, loss: 0.6377 2022-10-01 20:55:47,603 - mmdet - INFO - Epoch [17][3400/7330] lr: 2.000e-03, eta: 3:05:15, time: 0.201, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0454, loss_cls: 0.1562, acc: 94.2554, loss_bbox: 0.1879, loss_mask: 0.2239, loss: 0.6317 2022-10-01 20:55:57,438 - mmdet - INFO - Epoch [17][3450/7330] lr: 2.000e-03, eta: 3:05:05, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0456, loss_cls: 0.1530, acc: 94.4077, loss_bbox: 0.1830, loss_mask: 0.2184, loss: 0.6174 2022-10-01 20:56:07,435 - mmdet - INFO - Epoch [17][3500/7330] lr: 2.000e-03, eta: 3:04:55, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0483, loss_cls: 0.1577, acc: 94.1653, loss_bbox: 0.1902, loss_mask: 0.2253, loss: 0.6394 2022-10-01 20:56:17,309 - mmdet - INFO - Epoch [17][3550/7330] lr: 2.000e-03, eta: 3:04:44, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0464, loss_cls: 0.1572, acc: 94.2903, loss_bbox: 0.1915, loss_mask: 0.2236, loss: 0.6383 2022-10-01 20:56:27,342 - mmdet - INFO - Epoch [17][3600/7330] lr: 2.000e-03, eta: 3:04:34, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0468, loss_cls: 0.1560, acc: 94.3340, loss_bbox: 0.1908, loss_mask: 0.2211, loss: 0.6339 2022-10-01 20:56:37,578 - mmdet - INFO - Epoch [17][3650/7330] lr: 2.000e-03, eta: 3:04:24, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0464, loss_cls: 0.1590, acc: 94.1628, loss_bbox: 0.1911, loss_mask: 0.2249, loss: 0.6394 2022-10-01 20:56:47,537 - mmdet - INFO - Epoch [17][3700/7330] lr: 2.000e-03, eta: 3:04:14, time: 0.199, data_time: 0.025, memory: 5000, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0462, loss_cls: 0.1585, acc: 94.2368, loss_bbox: 0.1916, loss_mask: 0.2221, loss: 0.6365 2022-10-01 20:56:57,780 - mmdet - INFO - Epoch [17][3750/7330] lr: 2.000e-03, eta: 3:04:04, time: 0.205, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0481, loss_cls: 0.1612, acc: 94.1335, loss_bbox: 0.1997, loss_mask: 0.2312, loss: 0.6583 2022-10-01 20:57:08,088 - mmdet - INFO - Epoch [17][3800/7330] lr: 2.000e-03, eta: 3:03:55, time: 0.206, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0480, loss_cls: 0.1600, acc: 94.1531, loss_bbox: 0.1920, loss_mask: 0.2202, loss: 0.6402 2022-10-01 20:57:17,939 - mmdet - INFO - Epoch [17][3850/7330] lr: 2.000e-03, eta: 3:03:44, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0463, loss_cls: 0.1554, acc: 94.3352, loss_bbox: 0.1866, loss_mask: 0.2205, loss: 0.6268 2022-10-01 20:57:27,534 - mmdet - INFO - Epoch [17][3900/7330] lr: 2.000e-03, eta: 3:03:34, time: 0.192, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0434, loss_cls: 0.1533, acc: 94.3882, loss_bbox: 0.1823, loss_mask: 0.2201, loss: 0.6166 2022-10-01 20:57:37,729 - mmdet - INFO - Epoch [17][3950/7330] lr: 2.000e-03, eta: 3:03:24, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0487, loss_cls: 0.1631, acc: 94.0068, loss_bbox: 0.1956, loss_mask: 0.2230, loss: 0.6497 2022-10-01 20:57:47,820 - mmdet - INFO - Epoch [17][4000/7330] lr: 2.000e-03, eta: 3:03:14, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0487, loss_cls: 0.1586, acc: 94.2239, loss_bbox: 0.1939, loss_mask: 0.2286, loss: 0.6499 2022-10-01 20:57:57,750 - mmdet - INFO - Epoch [17][4050/7330] lr: 2.000e-03, eta: 3:03:03, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0477, loss_cls: 0.1595, acc: 94.1199, loss_bbox: 0.1937, loss_mask: 0.2254, loss: 0.6449 2022-10-01 20:58:08,122 - mmdet - INFO - Epoch [17][4100/7330] lr: 2.000e-03, eta: 3:02:54, time: 0.207, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0477, loss_cls: 0.1576, acc: 94.1995, loss_bbox: 0.1904, loss_mask: 0.2249, loss: 0.6402 2022-10-01 20:58:18,064 - mmdet - INFO - Epoch [17][4150/7330] lr: 2.000e-03, eta: 3:02:44, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0455, loss_cls: 0.1573, acc: 94.2615, loss_bbox: 0.1906, loss_mask: 0.2278, loss: 0.6401 2022-10-01 20:58:28,303 - mmdet - INFO - Epoch [17][4200/7330] lr: 2.000e-03, eta: 3:02:34, time: 0.205, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0461, loss_cls: 0.1581, acc: 94.2861, loss_bbox: 0.1920, loss_mask: 0.2263, loss: 0.6409 2022-10-01 20:58:38,129 - mmdet - INFO - Epoch [17][4250/7330] lr: 2.000e-03, eta: 3:02:23, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0436, loss_cls: 0.1462, acc: 94.6113, loss_bbox: 0.1781, loss_mask: 0.2151, loss: 0.6000 2022-10-01 20:58:48,043 - mmdet - INFO - Epoch [17][4300/7330] lr: 2.000e-03, eta: 3:02:13, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0465, loss_cls: 0.1575, acc: 94.2981, loss_bbox: 0.1904, loss_mask: 0.2292, loss: 0.6423 2022-10-01 20:58:58,055 - mmdet - INFO - Epoch [17][4350/7330] lr: 2.000e-03, eta: 3:02:03, time: 0.200, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0488, loss_cls: 0.1561, acc: 94.1814, loss_bbox: 0.1895, loss_mask: 0.2270, loss: 0.6409 2022-10-01 20:59:07,813 - mmdet - INFO - Epoch [17][4400/7330] lr: 2.000e-03, eta: 3:01:52, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0441, loss_cls: 0.1513, acc: 94.4009, loss_bbox: 0.1853, loss_mask: 0.2215, loss: 0.6195 2022-10-01 20:59:17,665 - mmdet - INFO - Epoch [17][4450/7330] lr: 2.000e-03, eta: 3:01:42, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0472, loss_cls: 0.1630, acc: 94.1082, loss_bbox: 0.1941, loss_mask: 0.2252, loss: 0.6484 2022-10-01 20:59:28,012 - mmdet - INFO - Epoch [17][4500/7330] lr: 2.000e-03, eta: 3:01:32, time: 0.207, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0467, loss_cls: 0.1584, acc: 94.2236, loss_bbox: 0.1872, loss_mask: 0.2206, loss: 0.6328 2022-10-01 20:59:38,007 - mmdet - INFO - Epoch [17][4550/7330] lr: 2.000e-03, eta: 3:01:22, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0463, loss_cls: 0.1574, acc: 94.2681, loss_bbox: 0.1888, loss_mask: 0.2241, loss: 0.6355 2022-10-01 20:59:48,148 - mmdet - INFO - Epoch [17][4600/7330] lr: 2.000e-03, eta: 3:01:12, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0463, loss_cls: 0.1582, acc: 94.2144, loss_bbox: 0.1897, loss_mask: 0.2242, loss: 0.6369 2022-10-01 20:59:57,880 - mmdet - INFO - Epoch [17][4650/7330] lr: 2.000e-03, eta: 3:01:02, time: 0.195, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0446, loss_cls: 0.1503, acc: 94.4980, loss_bbox: 0.1824, loss_mask: 0.2227, loss: 0.6175 2022-10-01 21:00:08,039 - mmdet - INFO - Epoch [17][4700/7330] lr: 2.000e-03, eta: 3:00:52, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0469, loss_cls: 0.1586, acc: 94.2231, loss_bbox: 0.1926, loss_mask: 0.2256, loss: 0.6422 2022-10-01 21:00:18,133 - mmdet - INFO - Epoch [17][4750/7330] lr: 2.000e-03, eta: 3:00:42, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0436, loss_cls: 0.1513, acc: 94.4177, loss_bbox: 0.1895, loss_mask: 0.2262, loss: 0.6286 2022-10-01 21:00:28,302 - mmdet - INFO - Epoch [17][4800/7330] lr: 2.000e-03, eta: 3:00:32, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0477, loss_cls: 0.1566, acc: 94.3015, loss_bbox: 0.1901, loss_mask: 0.2209, loss: 0.6343 2022-10-01 21:00:38,567 - mmdet - INFO - Epoch [17][4850/7330] lr: 2.000e-03, eta: 3:00:22, time: 0.205, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0486, loss_cls: 0.1647, acc: 94.0127, loss_bbox: 0.1948, loss_mask: 0.2244, loss: 0.6526 2022-10-01 21:00:48,548 - mmdet - INFO - Epoch [17][4900/7330] lr: 2.000e-03, eta: 3:00:12, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0458, loss_cls: 0.1559, acc: 94.2981, loss_bbox: 0.1902, loss_mask: 0.2222, loss: 0.6317 2022-10-01 21:00:58,488 - mmdet - INFO - Epoch [17][4950/7330] lr: 2.000e-03, eta: 3:00:02, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0476, loss_cls: 0.1679, acc: 93.8440, loss_bbox: 0.1985, loss_mask: 0.2310, loss: 0.6645 2022-10-01 21:01:08,474 - mmdet - INFO - Epoch [17][5000/7330] lr: 2.000e-03, eta: 2:59:52, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0453, loss_cls: 0.1475, acc: 94.5610, loss_bbox: 0.1816, loss_mask: 0.2180, loss: 0.6096 2022-10-01 21:01:18,397 - mmdet - INFO - Epoch [17][5050/7330] lr: 2.000e-03, eta: 2:59:41, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0454, loss_cls: 0.1506, acc: 94.5413, loss_bbox: 0.1815, loss_mask: 0.2193, loss: 0.6147 2022-10-01 21:01:28,357 - mmdet - INFO - Epoch [17][5100/7330] lr: 2.000e-03, eta: 2:59:31, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0465, loss_cls: 0.1611, acc: 94.2217, loss_bbox: 0.1922, loss_mask: 0.2244, loss: 0.6425 2022-10-01 21:01:38,623 - mmdet - INFO - Epoch [17][5150/7330] lr: 2.000e-03, eta: 2:59:21, time: 0.205, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0457, loss_cls: 0.1538, acc: 94.3772, loss_bbox: 0.1887, loss_mask: 0.2239, loss: 0.6301 2022-10-01 21:01:48,333 - mmdet - INFO - Epoch [17][5200/7330] lr: 2.000e-03, eta: 2:59:11, time: 0.194, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0467, loss_cls: 0.1564, acc: 94.3018, loss_bbox: 0.1874, loss_mask: 0.2198, loss: 0.6290 2022-10-01 21:01:58,381 - mmdet - INFO - Epoch [17][5250/7330] lr: 2.000e-03, eta: 2:59:01, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0470, loss_cls: 0.1593, acc: 94.2344, loss_bbox: 0.1917, loss_mask: 0.2290, loss: 0.6459 2022-10-01 21:02:08,454 - mmdet - INFO - Epoch [17][5300/7330] lr: 2.000e-03, eta: 2:58:51, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0460, loss_cls: 0.1560, acc: 94.3672, loss_bbox: 0.1912, loss_mask: 0.2239, loss: 0.6354 2022-10-01 21:02:18,744 - mmdet - INFO - Epoch [17][5350/7330] lr: 2.000e-03, eta: 2:58:41, time: 0.206, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0470, loss_cls: 0.1560, acc: 94.3135, loss_bbox: 0.1891, loss_mask: 0.2218, loss: 0.6329 2022-10-01 21:02:28,783 - mmdet - INFO - Epoch [17][5400/7330] lr: 2.000e-03, eta: 2:58:31, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0454, loss_cls: 0.1519, acc: 94.3430, loss_bbox: 0.1855, loss_mask: 0.2191, loss: 0.6194 2022-10-01 21:02:38,707 - mmdet - INFO - Epoch [17][5450/7330] lr: 2.000e-03, eta: 2:58:21, time: 0.198, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0461, loss_cls: 0.1585, acc: 94.2700, loss_bbox: 0.1896, loss_mask: 0.2239, loss: 0.6377 2022-10-01 21:02:48,827 - mmdet - INFO - Epoch [17][5500/7330] lr: 2.000e-03, eta: 2:58:11, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0476, loss_cls: 0.1571, acc: 94.3123, loss_bbox: 0.1868, loss_mask: 0.2226, loss: 0.6333 2022-10-01 21:02:58,650 - mmdet - INFO - Epoch [17][5550/7330] lr: 2.000e-03, eta: 2:58:00, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0449, loss_cls: 0.1534, acc: 94.3376, loss_bbox: 0.1859, loss_mask: 0.2215, loss: 0.6244 2022-10-01 21:03:08,973 - mmdet - INFO - Epoch [17][5600/7330] lr: 2.000e-03, eta: 2:57:51, time: 0.206, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0487, loss_cls: 0.1650, acc: 93.8782, loss_bbox: 0.2010, loss_mask: 0.2305, loss: 0.6639 2022-10-01 21:03:19,072 - mmdet - INFO - Epoch [17][5650/7330] lr: 2.000e-03, eta: 2:57:41, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0443, loss_cls: 0.1578, acc: 94.1221, loss_bbox: 0.1929, loss_mask: 0.2253, loss: 0.6381 2022-10-01 21:03:29,276 - mmdet - INFO - Epoch [17][5700/7330] lr: 2.000e-03, eta: 2:57:31, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0464, loss_cls: 0.1544, acc: 94.3064, loss_bbox: 0.1832, loss_mask: 0.2233, loss: 0.6269 2022-10-01 21:03:39,315 - mmdet - INFO - Epoch [17][5750/7330] lr: 2.000e-03, eta: 2:57:21, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0466, loss_cls: 0.1591, acc: 94.0999, loss_bbox: 0.1960, loss_mask: 0.2233, loss: 0.6432 2022-10-01 21:03:49,335 - mmdet - INFO - Epoch [17][5800/7330] lr: 2.000e-03, eta: 2:57:11, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0472, loss_cls: 0.1632, acc: 94.0374, loss_bbox: 0.2019, loss_mask: 0.2320, loss: 0.6624 2022-10-01 21:03:59,404 - mmdet - INFO - Epoch [17][5850/7330] lr: 2.000e-03, eta: 2:57:00, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0485, loss_cls: 0.1586, acc: 94.1816, loss_bbox: 0.1912, loss_mask: 0.2192, loss: 0.6361 2022-10-01 21:04:09,284 - mmdet - INFO - Epoch [17][5900/7330] lr: 2.000e-03, eta: 2:56:50, time: 0.198, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0444, loss_cls: 0.1539, acc: 94.3379, loss_bbox: 0.1857, loss_mask: 0.2205, loss: 0.6222 2022-10-01 21:04:19,462 - mmdet - INFO - Epoch [17][5950/7330] lr: 2.000e-03, eta: 2:56:40, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0455, loss_cls: 0.1623, acc: 94.0764, loss_bbox: 0.1971, loss_mask: 0.2233, loss: 0.6465 2022-10-01 21:04:29,538 - mmdet - INFO - Epoch [17][6000/7330] lr: 2.000e-03, eta: 2:56:30, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0450, loss_cls: 0.1580, acc: 94.1526, loss_bbox: 0.1921, loss_mask: 0.2241, loss: 0.6366 2022-10-01 21:04:40,123 - mmdet - INFO - Epoch [17][6050/7330] lr: 2.000e-03, eta: 2:56:21, time: 0.212, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0507, loss_cls: 0.1636, acc: 94.0142, loss_bbox: 0.1957, loss_mask: 0.2300, loss: 0.6605 2022-10-01 21:04:50,009 - mmdet - INFO - Epoch [17][6100/7330] lr: 2.000e-03, eta: 2:56:11, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0448, loss_cls: 0.1499, acc: 94.5349, loss_bbox: 0.1845, loss_mask: 0.2181, loss: 0.6143 2022-10-01 21:05:00,305 - mmdet - INFO - Epoch [17][6150/7330] lr: 2.000e-03, eta: 2:56:01, time: 0.206, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0459, loss_cls: 0.1573, acc: 94.2192, loss_bbox: 0.1888, loss_mask: 0.2175, loss: 0.6282 2022-10-01 21:05:10,109 - mmdet - INFO - Epoch [17][6200/7330] lr: 2.000e-03, eta: 2:55:50, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0482, loss_cls: 0.1643, acc: 94.1929, loss_bbox: 0.1907, loss_mask: 0.2217, loss: 0.6440 2022-10-01 21:05:20,269 - mmdet - INFO - Epoch [17][6250/7330] lr: 2.000e-03, eta: 2:55:41, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0482, loss_cls: 0.1595, acc: 94.0972, loss_bbox: 0.1929, loss_mask: 0.2269, loss: 0.6477 2022-10-01 21:05:30,184 - mmdet - INFO - Epoch [17][6300/7330] lr: 2.000e-03, eta: 2:55:30, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0481, loss_cls: 0.1553, acc: 94.3506, loss_bbox: 0.1873, loss_mask: 0.2196, loss: 0.6299 2022-10-01 21:05:40,007 - mmdet - INFO - Epoch [17][6350/7330] lr: 2.000e-03, eta: 2:55:20, time: 0.196, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0425, loss_cls: 0.1438, acc: 94.7170, loss_bbox: 0.1791, loss_mask: 0.2188, loss: 0.6006 2022-10-01 21:05:50,105 - mmdet - INFO - Epoch [17][6400/7330] lr: 2.000e-03, eta: 2:55:10, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0488, loss_cls: 0.1623, acc: 94.0967, loss_bbox: 0.1988, loss_mask: 0.2252, loss: 0.6542 2022-10-01 21:06:00,077 - mmdet - INFO - Epoch [17][6450/7330] lr: 2.000e-03, eta: 2:55:00, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0480, loss_cls: 0.1536, acc: 94.3062, loss_bbox: 0.1920, loss_mask: 0.2237, loss: 0.6346 2022-10-01 21:06:10,159 - mmdet - INFO - Epoch [17][6500/7330] lr: 2.000e-03, eta: 2:54:50, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0463, loss_cls: 0.1610, acc: 94.0759, loss_bbox: 0.1936, loss_mask: 0.2224, loss: 0.6432 2022-10-01 21:06:19,975 - mmdet - INFO - Epoch [17][6550/7330] lr: 2.000e-03, eta: 2:54:39, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0446, loss_cls: 0.1501, acc: 94.5471, loss_bbox: 0.1840, loss_mask: 0.2215, loss: 0.6180 2022-10-01 21:06:30,179 - mmdet - INFO - Epoch [17][6600/7330] lr: 2.000e-03, eta: 2:54:29, time: 0.204, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0468, loss_cls: 0.1561, acc: 94.2952, loss_bbox: 0.1908, loss_mask: 0.2243, loss: 0.6364 2022-10-01 21:06:39,939 - mmdet - INFO - Epoch [17][6650/7330] lr: 2.000e-03, eta: 2:54:19, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0427, loss_cls: 0.1506, acc: 94.5049, loss_bbox: 0.1815, loss_mask: 0.2171, loss: 0.6100 2022-10-01 21:06:49,863 - mmdet - INFO - Epoch [17][6700/7330] lr: 2.000e-03, eta: 2:54:09, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0454, loss_cls: 0.1531, acc: 94.4585, loss_bbox: 0.1812, loss_mask: 0.2218, loss: 0.6206 2022-10-01 21:06:59,610 - mmdet - INFO - Epoch [17][6750/7330] lr: 2.000e-03, eta: 2:53:58, time: 0.195, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0487, loss_cls: 0.1501, acc: 94.4678, loss_bbox: 0.1849, loss_mask: 0.2246, loss: 0.6273 2022-10-01 21:07:09,591 - mmdet - INFO - Epoch [17][6800/7330] lr: 2.000e-03, eta: 2:53:48, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0452, loss_cls: 0.1598, acc: 94.2727, loss_bbox: 0.1918, loss_mask: 0.2242, loss: 0.6402 2022-10-01 21:07:19,504 - mmdet - INFO - Epoch [17][6850/7330] lr: 2.000e-03, eta: 2:53:38, time: 0.198, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0469, loss_cls: 0.1549, acc: 94.3206, loss_bbox: 0.1863, loss_mask: 0.2228, loss: 0.6291 2022-10-01 21:07:29,394 - mmdet - INFO - Epoch [17][6900/7330] lr: 2.000e-03, eta: 2:53:27, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0440, loss_cls: 0.1540, acc: 94.4014, loss_bbox: 0.1878, loss_mask: 0.2212, loss: 0.6253 2022-10-01 21:07:39,767 - mmdet - INFO - Epoch [17][6950/7330] lr: 2.000e-03, eta: 2:53:18, time: 0.207, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0471, loss_cls: 0.1530, acc: 94.3438, loss_bbox: 0.1881, loss_mask: 0.2197, loss: 0.6248 2022-10-01 21:07:49,620 - mmdet - INFO - Epoch [17][7000/7330] lr: 2.000e-03, eta: 2:53:07, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0438, loss_cls: 0.1543, acc: 94.3105, loss_bbox: 0.1912, loss_mask: 0.2212, loss: 0.6276 2022-10-01 21:07:59,607 - mmdet - INFO - Epoch [17][7050/7330] lr: 2.000e-03, eta: 2:52:57, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0480, loss_cls: 0.1539, acc: 94.3606, loss_bbox: 0.1898, loss_mask: 0.2246, loss: 0.6335 2022-10-01 21:08:09,709 - mmdet - INFO - Epoch [17][7100/7330] lr: 2.000e-03, eta: 2:52:47, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0473, loss_cls: 0.1649, acc: 94.0439, loss_bbox: 0.1937, loss_mask: 0.2263, loss: 0.6526 2022-10-01 21:08:19,789 - mmdet - INFO - Epoch [17][7150/7330] lr: 2.000e-03, eta: 2:52:37, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0452, loss_cls: 0.1576, acc: 94.2141, loss_bbox: 0.1903, loss_mask: 0.2273, loss: 0.6375 2022-10-01 21:08:29,943 - mmdet - INFO - Epoch [17][7200/7330] lr: 2.000e-03, eta: 2:52:27, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0463, loss_cls: 0.1586, acc: 94.1995, loss_bbox: 0.1912, loss_mask: 0.2230, loss: 0.6369 2022-10-01 21:08:40,146 - mmdet - INFO - Epoch [17][7250/7330] lr: 2.000e-03, eta: 2:52:18, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0478, loss_cls: 0.1572, acc: 94.2896, loss_bbox: 0.1908, loss_mask: 0.2197, loss: 0.6330 2022-10-01 21:08:49,980 - mmdet - INFO - Epoch [17][7300/7330] lr: 2.000e-03, eta: 2:52:07, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0445, loss_cls: 0.1506, acc: 94.4485, loss_bbox: 0.1809, loss_mask: 0.2188, loss: 0.6111 2022-10-01 21:08:56,226 - mmdet - INFO - Saving checkpoint at 17 epochs 2022-10-01 21:09:35,305 - mmdet - INFO - Evaluating bbox... 2022-10-01 21:10:02,051 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.396 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.593 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.432 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.220 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.429 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.519 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.322 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.673 2022-10-01 21:10:02,052 - mmdet - INFO - Evaluating segm... 2022-10-01 21:10:32,484 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.560 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.375 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.162 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.381 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.270 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.623 2022-10-01 21:10:32,882 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_2x_coco_lr2e-2_wd1e-5/best_bbox_mAP_epoch_15.pth was removed 2022-10-01 21:10:33,656 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_17.pth. 2022-10-01 21:10:33,657 - mmdet - INFO - Best bbox_mAP is 0.3960 at 17 epoch. 2022-10-01 21:10:33,657 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 21:10:33,658 - mmdet - INFO - Epoch(val) [17][625] bbox_mAP: 0.3960, bbox_mAP_50: 0.5930, bbox_mAP_75: 0.4320, bbox_mAP_s: 0.2200, bbox_mAP_m: 0.4290, bbox_mAP_l: 0.5190, bbox_mAP_copypaste: 0.396 0.593 0.432 0.220 0.429 0.519, segm_mAP: 0.3520, segm_mAP_50: 0.5600, segm_mAP_75: 0.3750, segm_mAP_s: 0.1620, segm_mAP_m: 0.3810, segm_mAP_l: 0.5120, segm_mAP_copypaste: 0.352 0.560 0.375 0.162 0.381 0.512 2022-10-01 21:10:47,355 - mmdet - INFO - Epoch [18][50/7330] lr: 2.000e-03, eta: 2:51:48, time: 0.274, data_time: 0.093, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0465, loss_cls: 0.1515, acc: 94.3911, loss_bbox: 0.1889, loss_mask: 0.2190, loss: 0.6232 2022-10-01 21:10:57,693 - mmdet - INFO - Epoch [18][100/7330] lr: 2.000e-03, eta: 2:51:38, time: 0.207, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0439, loss_cls: 0.1514, acc: 94.4536, loss_bbox: 0.1842, loss_mask: 0.2165, loss: 0.6125 2022-10-01 21:11:07,873 - mmdet - INFO - Epoch [18][150/7330] lr: 2.000e-03, eta: 2:51:28, time: 0.204, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0456, loss_cls: 0.1558, acc: 94.3230, loss_bbox: 0.1864, loss_mask: 0.2224, loss: 0.6272 2022-10-01 21:11:18,169 - mmdet - INFO - Epoch [18][200/7330] lr: 2.000e-03, eta: 2:51:18, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0496, loss_cls: 0.1568, acc: 94.2534, loss_bbox: 0.1931, loss_mask: 0.2254, loss: 0.6434 2022-10-01 21:11:28,640 - mmdet - INFO - Epoch [18][250/7330] lr: 2.000e-03, eta: 2:51:09, time: 0.209, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0468, loss_cls: 0.1518, acc: 94.4041, loss_bbox: 0.1811, loss_mask: 0.2180, loss: 0.6156 2022-10-01 21:11:38,870 - mmdet - INFO - Epoch [18][300/7330] lr: 2.000e-03, eta: 2:50:59, time: 0.205, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0466, loss_cls: 0.1572, acc: 94.2019, loss_bbox: 0.1921, loss_mask: 0.2215, loss: 0.6359 2022-10-01 21:11:49,176 - mmdet - INFO - Epoch [18][350/7330] lr: 2.000e-03, eta: 2:50:49, time: 0.206, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0458, loss_cls: 0.1528, acc: 94.4297, loss_bbox: 0.1868, loss_mask: 0.2218, loss: 0.6252 2022-10-01 21:11:59,356 - mmdet - INFO - Epoch [18][400/7330] lr: 2.000e-03, eta: 2:50:40, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0466, loss_cls: 0.1533, acc: 94.3438, loss_bbox: 0.1901, loss_mask: 0.2230, loss: 0.6313 2022-10-01 21:12:10,120 - mmdet - INFO - Epoch [18][450/7330] lr: 2.000e-03, eta: 2:50:30, time: 0.215, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0465, loss_cls: 0.1517, acc: 94.4775, loss_bbox: 0.1854, loss_mask: 0.2153, loss: 0.6169 2022-10-01 21:12:20,072 - mmdet - INFO - Epoch [18][500/7330] lr: 2.000e-03, eta: 2:50:20, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0424, loss_cls: 0.1434, acc: 94.8208, loss_bbox: 0.1789, loss_mask: 0.2179, loss: 0.5993 2022-10-01 21:12:30,353 - mmdet - INFO - Epoch [18][550/7330] lr: 2.000e-03, eta: 2:50:10, time: 0.206, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0473, loss_cls: 0.1497, acc: 94.4136, loss_bbox: 0.1818, loss_mask: 0.2246, loss: 0.6213 2022-10-01 21:12:40,572 - mmdet - INFO - Epoch [18][600/7330] lr: 2.000e-03, eta: 2:50:01, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0466, loss_cls: 0.1546, acc: 94.3645, loss_bbox: 0.1883, loss_mask: 0.2222, loss: 0.6292 2022-10-01 21:12:50,762 - mmdet - INFO - Epoch [18][650/7330] lr: 2.000e-03, eta: 2:49:51, time: 0.204, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0467, loss_cls: 0.1484, acc: 94.5029, loss_bbox: 0.1891, loss_mask: 0.2218, loss: 0.6239 2022-10-01 21:13:01,034 - mmdet - INFO - Epoch [18][700/7330] lr: 2.000e-03, eta: 2:49:41, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0457, loss_cls: 0.1513, acc: 94.4651, loss_bbox: 0.1889, loss_mask: 0.2210, loss: 0.6246 2022-10-01 21:13:11,050 - mmdet - INFO - Epoch [18][750/7330] lr: 2.000e-03, eta: 2:49:31, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0445, loss_cls: 0.1539, acc: 94.2993, loss_bbox: 0.1887, loss_mask: 0.2227, loss: 0.6269 2022-10-01 21:13:20,857 - mmdet - INFO - Epoch [18][800/7330] lr: 2.000e-03, eta: 2:49:20, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0432, loss_cls: 0.1452, acc: 94.6929, loss_bbox: 0.1735, loss_mask: 0.2152, loss: 0.5930 2022-10-01 21:13:31,054 - mmdet - INFO - Epoch [18][850/7330] lr: 2.000e-03, eta: 2:49:11, time: 0.204, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0448, loss_cls: 0.1467, acc: 94.6367, loss_bbox: 0.1805, loss_mask: 0.2173, loss: 0.6059 2022-10-01 21:13:41,143 - mmdet - INFO - Epoch [18][900/7330] lr: 2.000e-03, eta: 2:49:01, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0462, loss_cls: 0.1491, acc: 94.4751, loss_bbox: 0.1836, loss_mask: 0.2201, loss: 0.6167 2022-10-01 21:13:51,234 - mmdet - INFO - Epoch [18][950/7330] lr: 2.000e-03, eta: 2:48:51, time: 0.202, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0439, loss_cls: 0.1503, acc: 94.4646, loss_bbox: 0.1827, loss_mask: 0.2222, loss: 0.6164 2022-10-01 21:14:01,602 - mmdet - INFO - Epoch [18][1000/7330] lr: 2.000e-03, eta: 2:48:41, time: 0.207, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0457, loss_cls: 0.1542, acc: 94.3909, loss_bbox: 0.1900, loss_mask: 0.2207, loss: 0.6280 2022-10-01 21:14:11,791 - mmdet - INFO - Epoch [18][1050/7330] lr: 2.000e-03, eta: 2:48:31, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0454, loss_cls: 0.1478, acc: 94.6086, loss_bbox: 0.1843, loss_mask: 0.2244, loss: 0.6203 2022-10-01 21:14:21,728 - mmdet - INFO - Epoch [18][1100/7330] lr: 2.000e-03, eta: 2:48:21, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0467, loss_cls: 0.1533, acc: 94.3884, loss_bbox: 0.1861, loss_mask: 0.2256, loss: 0.6300 2022-10-01 21:14:31,746 - mmdet - INFO - Epoch [18][1150/7330] lr: 2.000e-03, eta: 2:48:11, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0474, loss_cls: 0.1570, acc: 94.2017, loss_bbox: 0.1892, loss_mask: 0.2204, loss: 0.6315 2022-10-01 21:14:41,804 - mmdet - INFO - Epoch [18][1200/7330] lr: 2.000e-03, eta: 2:48:01, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0463, loss_cls: 0.1527, acc: 94.4087, loss_bbox: 0.1904, loss_mask: 0.2219, loss: 0.6296 2022-10-01 21:14:51,663 - mmdet - INFO - Epoch [18][1250/7330] lr: 2.000e-03, eta: 2:47:50, time: 0.197, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0447, loss_cls: 0.1473, acc: 94.5466, loss_bbox: 0.1859, loss_mask: 0.2221, loss: 0.6157 2022-10-01 21:15:01,746 - mmdet - INFO - Epoch [18][1300/7330] lr: 2.000e-03, eta: 2:47:40, time: 0.202, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0485, loss_cls: 0.1543, acc: 94.2698, loss_bbox: 0.1901, loss_mask: 0.2227, loss: 0.6352 2022-10-01 21:15:12,010 - mmdet - INFO - Epoch [18][1350/7330] lr: 2.000e-03, eta: 2:47:30, time: 0.205, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0482, loss_cls: 0.1535, acc: 94.3062, loss_bbox: 0.1873, loss_mask: 0.2178, loss: 0.6256 2022-10-01 21:15:21,951 - mmdet - INFO - Epoch [18][1400/7330] lr: 2.000e-03, eta: 2:47:20, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0479, loss_cls: 0.1605, acc: 94.0781, loss_bbox: 0.1979, loss_mask: 0.2230, loss: 0.6478 2022-10-01 21:15:32,078 - mmdet - INFO - Epoch [18][1450/7330] lr: 2.000e-03, eta: 2:47:10, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0457, loss_cls: 0.1521, acc: 94.4161, loss_bbox: 0.1890, loss_mask: 0.2220, loss: 0.6260 2022-10-01 21:15:42,262 - mmdet - INFO - Epoch [18][1500/7330] lr: 2.000e-03, eta: 2:47:00, time: 0.204, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0481, loss_cls: 0.1530, acc: 94.4075, loss_bbox: 0.1875, loss_mask: 0.2237, loss: 0.6299 2022-10-01 21:15:52,008 - mmdet - INFO - Epoch [18][1550/7330] lr: 2.000e-03, eta: 2:46:50, time: 0.195, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0423, loss_cls: 0.1419, acc: 94.7280, loss_bbox: 0.1759, loss_mask: 0.2172, loss: 0.5946 2022-10-01 21:16:01,844 - mmdet - INFO - Epoch [18][1600/7330] lr: 2.000e-03, eta: 2:46:40, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0460, loss_cls: 0.1489, acc: 94.5112, loss_bbox: 0.1837, loss_mask: 0.2223, loss: 0.6193 2022-10-01 21:16:11,865 - mmdet - INFO - Epoch [18][1650/7330] lr: 2.000e-03, eta: 2:46:29, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0461, loss_cls: 0.1578, acc: 94.2522, loss_bbox: 0.1921, loss_mask: 0.2203, loss: 0.6341 2022-10-01 21:16:21,862 - mmdet - INFO - Epoch [18][1700/7330] lr: 2.000e-03, eta: 2:46:19, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0436, loss_cls: 0.1487, acc: 94.4980, loss_bbox: 0.1835, loss_mask: 0.2194, loss: 0.6120 2022-10-01 21:16:31,661 - mmdet - INFO - Epoch [18][1750/7330] lr: 2.000e-03, eta: 2:46:09, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0442, loss_cls: 0.1429, acc: 94.7585, loss_bbox: 0.1812, loss_mask: 0.2213, loss: 0.6056 2022-10-01 21:16:41,638 - mmdet - INFO - Epoch [18][1800/7330] lr: 2.000e-03, eta: 2:45:59, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0504, loss_cls: 0.1551, acc: 94.3572, loss_bbox: 0.1875, loss_mask: 0.2202, loss: 0.6318 2022-10-01 21:16:51,243 - mmdet - INFO - Epoch [18][1850/7330] lr: 2.000e-03, eta: 2:45:48, time: 0.192, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0437, loss_cls: 0.1416, acc: 94.8496, loss_bbox: 0.1786, loss_mask: 0.2153, loss: 0.5949 2022-10-01 21:17:01,038 - mmdet - INFO - Epoch [18][1900/7330] lr: 2.000e-03, eta: 2:45:38, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0426, loss_cls: 0.1461, acc: 94.6482, loss_bbox: 0.1829, loss_mask: 0.2188, loss: 0.6071 2022-10-01 21:17:11,191 - mmdet - INFO - Epoch [18][1950/7330] lr: 2.000e-03, eta: 2:45:28, time: 0.203, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0462, loss_cls: 0.1500, acc: 94.5012, loss_bbox: 0.1853, loss_mask: 0.2127, loss: 0.6111 2022-10-01 21:17:20,890 - mmdet - INFO - Epoch [18][2000/7330] lr: 2.000e-03, eta: 2:45:17, time: 0.194, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0442, loss_cls: 0.1532, acc: 94.3430, loss_bbox: 0.1888, loss_mask: 0.2189, loss: 0.6221 2022-10-01 21:17:31,132 - mmdet - INFO - Epoch [18][2050/7330] lr: 2.000e-03, eta: 2:45:07, time: 0.205, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0493, loss_cls: 0.1523, acc: 94.3757, loss_bbox: 0.1882, loss_mask: 0.2219, loss: 0.6299 2022-10-01 21:17:41,334 - mmdet - INFO - Epoch [18][2100/7330] lr: 2.000e-03, eta: 2:44:58, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0457, loss_cls: 0.1495, acc: 94.5559, loss_bbox: 0.1883, loss_mask: 0.2193, loss: 0.6201 2022-10-01 21:17:51,492 - mmdet - INFO - Epoch [18][2150/7330] lr: 2.000e-03, eta: 2:44:48, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0455, loss_cls: 0.1525, acc: 94.3970, loss_bbox: 0.1869, loss_mask: 0.2200, loss: 0.6226 2022-10-01 21:18:01,462 - mmdet - INFO - Epoch [18][2200/7330] lr: 2.000e-03, eta: 2:44:38, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0467, loss_cls: 0.1516, acc: 94.3677, loss_bbox: 0.1912, loss_mask: 0.2211, loss: 0.6271 2022-10-01 21:18:11,499 - mmdet - INFO - Epoch [18][2250/7330] lr: 2.000e-03, eta: 2:44:27, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0437, loss_cls: 0.1523, acc: 94.3928, loss_bbox: 0.1856, loss_mask: 0.2166, loss: 0.6160 2022-10-01 21:18:21,120 - mmdet - INFO - Epoch [18][2300/7330] lr: 2.000e-03, eta: 2:44:17, time: 0.192, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0436, loss_cls: 0.1456, acc: 94.6414, loss_bbox: 0.1835, loss_mask: 0.2141, loss: 0.6045 2022-10-01 21:18:31,390 - mmdet - INFO - Epoch [18][2350/7330] lr: 2.000e-03, eta: 2:44:07, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0441, loss_cls: 0.1564, acc: 94.3022, loss_bbox: 0.1941, loss_mask: 0.2206, loss: 0.6333 2022-10-01 21:18:41,524 - mmdet - INFO - Epoch [18][2400/7330] lr: 2.000e-03, eta: 2:43:57, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0472, loss_cls: 0.1547, acc: 94.2712, loss_bbox: 0.1879, loss_mask: 0.2218, loss: 0.6296 2022-10-01 21:18:51,551 - mmdet - INFO - Epoch [18][2450/7330] lr: 2.000e-03, eta: 2:43:47, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0448, loss_cls: 0.1501, acc: 94.4749, loss_bbox: 0.1896, loss_mask: 0.2230, loss: 0.6243 2022-10-01 21:19:01,482 - mmdet - INFO - Epoch [18][2500/7330] lr: 2.000e-03, eta: 2:43:37, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0467, loss_cls: 0.1502, acc: 94.4990, loss_bbox: 0.1880, loss_mask: 0.2202, loss: 0.6214 2022-10-01 21:19:11,679 - mmdet - INFO - Epoch [18][2550/7330] lr: 2.000e-03, eta: 2:43:27, time: 0.204, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0453, loss_cls: 0.1483, acc: 94.5259, loss_bbox: 0.1787, loss_mask: 0.2179, loss: 0.6066 2022-10-01 21:19:21,857 - mmdet - INFO - Epoch [18][2600/7330] lr: 2.000e-03, eta: 2:43:17, time: 0.203, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0471, loss_cls: 0.1535, acc: 94.3120, loss_bbox: 0.1888, loss_mask: 0.2229, loss: 0.6298 2022-10-01 21:19:32,162 - mmdet - INFO - Epoch [18][2650/7330] lr: 2.000e-03, eta: 2:43:07, time: 0.206, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0475, loss_cls: 0.1543, acc: 94.2610, loss_bbox: 0.1944, loss_mask: 0.2260, loss: 0.6405 2022-10-01 21:19:42,152 - mmdet - INFO - Epoch [18][2700/7330] lr: 2.000e-03, eta: 2:42:57, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0448, loss_cls: 0.1500, acc: 94.4514, loss_bbox: 0.1884, loss_mask: 0.2237, loss: 0.6227 2022-10-01 21:19:52,105 - mmdet - INFO - Epoch [18][2750/7330] lr: 2.000e-03, eta: 2:42:47, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0444, loss_cls: 0.1501, acc: 94.5188, loss_bbox: 0.1886, loss_mask: 0.2235, loss: 0.6245 2022-10-01 21:20:02,048 - mmdet - INFO - Epoch [18][2800/7330] lr: 2.000e-03, eta: 2:42:37, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0453, loss_cls: 0.1539, acc: 94.4333, loss_bbox: 0.1875, loss_mask: 0.2200, loss: 0.6248 2022-10-01 21:20:12,251 - mmdet - INFO - Epoch [18][2850/7330] lr: 2.000e-03, eta: 2:42:27, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0446, loss_cls: 0.1483, acc: 94.4971, loss_bbox: 0.1863, loss_mask: 0.2229, loss: 0.6191 2022-10-01 21:20:21,620 - mmdet - INFO - Epoch [18][2900/7330] lr: 2.000e-03, eta: 2:42:16, time: 0.187, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0427, loss_cls: 0.1460, acc: 94.6362, loss_bbox: 0.1796, loss_mask: 0.2203, loss: 0.6046 2022-10-01 21:20:31,482 - mmdet - INFO - Epoch [18][2950/7330] lr: 2.000e-03, eta: 2:42:06, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0458, loss_cls: 0.1506, acc: 94.5125, loss_bbox: 0.1845, loss_mask: 0.2182, loss: 0.6158 2022-10-01 21:20:41,878 - mmdet - INFO - Epoch [18][3000/7330] lr: 2.000e-03, eta: 2:41:56, time: 0.208, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0475, loss_cls: 0.1553, acc: 94.2500, loss_bbox: 0.1907, loss_mask: 0.2192, loss: 0.6301 2022-10-01 21:20:51,863 - mmdet - INFO - Epoch [18][3050/7330] lr: 2.000e-03, eta: 2:41:46, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0458, loss_cls: 0.1564, acc: 94.2278, loss_bbox: 0.1926, loss_mask: 0.2223, loss: 0.6354 2022-10-01 21:21:02,198 - mmdet - INFO - Epoch [18][3100/7330] lr: 2.000e-03, eta: 2:41:36, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0459, loss_cls: 0.1534, acc: 94.4541, loss_bbox: 0.1894, loss_mask: 0.2246, loss: 0.6315 2022-10-01 21:21:12,593 - mmdet - INFO - Epoch [18][3150/7330] lr: 2.000e-03, eta: 2:41:26, time: 0.208, data_time: 0.042, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0481, loss_cls: 0.1622, acc: 94.0437, loss_bbox: 0.1967, loss_mask: 0.2219, loss: 0.6467 2022-10-01 21:21:22,781 - mmdet - INFO - Epoch [18][3200/7330] lr: 2.000e-03, eta: 2:41:17, time: 0.204, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0459, loss_cls: 0.1512, acc: 94.4883, loss_bbox: 0.1877, loss_mask: 0.2226, loss: 0.6246 2022-10-01 21:21:32,786 - mmdet - INFO - Epoch [18][3250/7330] lr: 2.000e-03, eta: 2:41:06, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0452, loss_cls: 0.1467, acc: 94.6714, loss_bbox: 0.1796, loss_mask: 0.2149, loss: 0.6037 2022-10-01 21:21:42,470 - mmdet - INFO - Epoch [18][3300/7330] lr: 2.000e-03, eta: 2:40:56, time: 0.194, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0448, loss_cls: 0.1567, acc: 94.2998, loss_bbox: 0.1925, loss_mask: 0.2241, loss: 0.6363 2022-10-01 21:21:52,778 - mmdet - INFO - Epoch [18][3350/7330] lr: 2.000e-03, eta: 2:40:46, time: 0.206, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0481, loss_cls: 0.1661, acc: 93.8247, loss_bbox: 0.2032, loss_mask: 0.2242, loss: 0.6617 2022-10-01 21:22:02,377 - mmdet - INFO - Epoch [18][3400/7330] lr: 2.000e-03, eta: 2:40:36, time: 0.192, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0423, loss_cls: 0.1483, acc: 94.6152, loss_bbox: 0.1773, loss_mask: 0.2189, loss: 0.6025 2022-10-01 21:22:12,308 - mmdet - INFO - Epoch [18][3450/7330] lr: 2.000e-03, eta: 2:40:25, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0466, loss_cls: 0.1467, acc: 94.6213, loss_bbox: 0.1844, loss_mask: 0.2193, loss: 0.6139 2022-10-01 21:22:22,400 - mmdet - INFO - Epoch [18][3500/7330] lr: 2.000e-03, eta: 2:40:15, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0459, loss_cls: 0.1524, acc: 94.3582, loss_bbox: 0.1877, loss_mask: 0.2236, loss: 0.6278 2022-10-01 21:22:32,206 - mmdet - INFO - Epoch [18][3550/7330] lr: 2.000e-03, eta: 2:40:05, time: 0.196, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0445, loss_cls: 0.1546, acc: 94.2231, loss_bbox: 0.1959, loss_mask: 0.2251, loss: 0.6376 2022-10-01 21:22:41,953 - mmdet - INFO - Epoch [18][3600/7330] lr: 2.000e-03, eta: 2:39:55, time: 0.195, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0468, loss_cls: 0.1559, acc: 94.2883, loss_bbox: 0.1866, loss_mask: 0.2198, loss: 0.6269 2022-10-01 21:22:51,860 - mmdet - INFO - Epoch [18][3650/7330] lr: 2.000e-03, eta: 2:39:44, time: 0.198, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0453, loss_cls: 0.1491, acc: 94.5754, loss_bbox: 0.1782, loss_mask: 0.2146, loss: 0.6052 2022-10-01 21:23:02,130 - mmdet - INFO - Epoch [18][3700/7330] lr: 2.000e-03, eta: 2:39:35, time: 0.205, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0479, loss_cls: 0.1555, acc: 94.2502, loss_bbox: 0.1936, loss_mask: 0.2240, loss: 0.6392 2022-10-01 21:23:12,077 - mmdet - INFO - Epoch [18][3750/7330] lr: 2.000e-03, eta: 2:39:24, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0471, loss_cls: 0.1479, acc: 94.5085, loss_bbox: 0.1849, loss_mask: 0.2173, loss: 0.6145 2022-10-01 21:23:21,840 - mmdet - INFO - Epoch [18][3800/7330] lr: 2.000e-03, eta: 2:39:14, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0442, loss_cls: 0.1468, acc: 94.6318, loss_bbox: 0.1783, loss_mask: 0.2149, loss: 0.6014 2022-10-01 21:23:31,981 - mmdet - INFO - Epoch [18][3850/7330] lr: 2.000e-03, eta: 2:39:04, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0459, loss_cls: 0.1492, acc: 94.4580, loss_bbox: 0.1825, loss_mask: 0.2187, loss: 0.6128 2022-10-01 21:23:42,263 - mmdet - INFO - Epoch [18][3900/7330] lr: 2.000e-03, eta: 2:38:54, time: 0.206, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0465, loss_cls: 0.1498, acc: 94.4812, loss_bbox: 0.1865, loss_mask: 0.2243, loss: 0.6241 2022-10-01 21:23:52,006 - mmdet - INFO - Epoch [18][3950/7330] lr: 2.000e-03, eta: 2:38:44, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0451, loss_cls: 0.1511, acc: 94.5073, loss_bbox: 0.1854, loss_mask: 0.2161, loss: 0.6145 2022-10-01 21:24:02,322 - mmdet - INFO - Epoch [18][4000/7330] lr: 2.000e-03, eta: 2:38:34, time: 0.206, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0463, loss_cls: 0.1490, acc: 94.4451, loss_bbox: 0.1841, loss_mask: 0.2209, loss: 0.6175 2022-10-01 21:24:12,930 - mmdet - INFO - Epoch [18][4050/7330] lr: 2.000e-03, eta: 2:38:25, time: 0.212, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0491, loss_cls: 0.1587, acc: 94.2229, loss_bbox: 0.1940, loss_mask: 0.2210, loss: 0.6426 2022-10-01 21:24:23,010 - mmdet - INFO - Epoch [18][4100/7330] lr: 2.000e-03, eta: 2:38:15, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0485, loss_cls: 0.1549, acc: 94.3083, loss_bbox: 0.1918, loss_mask: 0.2218, loss: 0.6354 2022-10-01 21:24:33,040 - mmdet - INFO - Epoch [18][4150/7330] lr: 2.000e-03, eta: 2:38:05, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0458, loss_cls: 0.1515, acc: 94.4817, loss_bbox: 0.1903, loss_mask: 0.2198, loss: 0.6239 2022-10-01 21:24:43,030 - mmdet - INFO - Epoch [18][4200/7330] lr: 2.000e-03, eta: 2:37:54, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0445, loss_cls: 0.1511, acc: 94.4326, loss_bbox: 0.1837, loss_mask: 0.2199, loss: 0.6164 2022-10-01 21:24:53,061 - mmdet - INFO - Epoch [18][4250/7330] lr: 2.000e-03, eta: 2:37:44, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0453, loss_cls: 0.1542, acc: 94.4102, loss_bbox: 0.1842, loss_mask: 0.2159, loss: 0.6175 2022-10-01 21:25:02,836 - mmdet - INFO - Epoch [18][4300/7330] lr: 2.000e-03, eta: 2:37:34, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0444, loss_cls: 0.1531, acc: 94.4043, loss_bbox: 0.1872, loss_mask: 0.2217, loss: 0.6239 2022-10-01 21:25:12,829 - mmdet - INFO - Epoch [18][4350/7330] lr: 2.000e-03, eta: 2:37:24, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0468, loss_cls: 0.1525, acc: 94.3662, loss_bbox: 0.1862, loss_mask: 0.2248, loss: 0.6269 2022-10-01 21:25:23,121 - mmdet - INFO - Epoch [18][4400/7330] lr: 2.000e-03, eta: 2:37:14, time: 0.206, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0453, loss_cls: 0.1468, acc: 94.6572, loss_bbox: 0.1824, loss_mask: 0.2248, loss: 0.6169 2022-10-01 21:25:33,019 - mmdet - INFO - Epoch [18][4450/7330] lr: 2.000e-03, eta: 2:37:04, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0437, loss_cls: 0.1494, acc: 94.5210, loss_bbox: 0.1873, loss_mask: 0.2178, loss: 0.6148 2022-10-01 21:25:43,304 - mmdet - INFO - Epoch [18][4500/7330] lr: 2.000e-03, eta: 2:36:54, time: 0.206, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0455, loss_cls: 0.1577, acc: 94.3042, loss_bbox: 0.1868, loss_mask: 0.2191, loss: 0.6258 2022-10-01 21:25:53,734 - mmdet - INFO - Epoch [18][4550/7330] lr: 2.000e-03, eta: 2:36:44, time: 0.209, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0491, loss_cls: 0.1527, acc: 94.3423, loss_bbox: 0.1907, loss_mask: 0.2227, loss: 0.6332 2022-10-01 21:26:03,947 - mmdet - INFO - Epoch [18][4600/7330] lr: 2.000e-03, eta: 2:36:34, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0472, loss_cls: 0.1479, acc: 94.6301, loss_bbox: 0.1831, loss_mask: 0.2189, loss: 0.6134 2022-10-01 21:26:14,001 - mmdet - INFO - Epoch [18][4650/7330] lr: 2.000e-03, eta: 2:36:24, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0470, loss_cls: 0.1469, acc: 94.6682, loss_bbox: 0.1835, loss_mask: 0.2207, loss: 0.6167 2022-10-01 21:26:24,543 - mmdet - INFO - Epoch [18][4700/7330] lr: 2.000e-03, eta: 2:36:15, time: 0.211, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0456, loss_cls: 0.1489, acc: 94.5349, loss_bbox: 0.1896, loss_mask: 0.2175, loss: 0.6188 2022-10-01 21:26:34,372 - mmdet - INFO - Epoch [18][4750/7330] lr: 2.000e-03, eta: 2:36:05, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0468, loss_cls: 0.1533, acc: 94.3701, loss_bbox: 0.1859, loss_mask: 0.2177, loss: 0.6199 2022-10-01 21:26:44,198 - mmdet - INFO - Epoch [18][4800/7330] lr: 2.000e-03, eta: 2:35:54, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0437, loss_cls: 0.1453, acc: 94.6257, loss_bbox: 0.1843, loss_mask: 0.2155, loss: 0.6052 2022-10-01 21:26:54,483 - mmdet - INFO - Epoch [18][4850/7330] lr: 2.000e-03, eta: 2:35:44, time: 0.206, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0473, loss_cls: 0.1577, acc: 94.3030, loss_bbox: 0.1917, loss_mask: 0.2212, loss: 0.6369 2022-10-01 21:27:04,668 - mmdet - INFO - Epoch [18][4900/7330] lr: 2.000e-03, eta: 2:35:35, time: 0.204, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0481, loss_cls: 0.1506, acc: 94.4797, loss_bbox: 0.1863, loss_mask: 0.2174, loss: 0.6190 2022-10-01 21:27:14,659 - mmdet - INFO - Epoch [18][4950/7330] lr: 2.000e-03, eta: 2:35:24, time: 0.200, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0461, loss_cls: 0.1564, acc: 94.2971, loss_bbox: 0.1925, loss_mask: 0.2201, loss: 0.6336 2022-10-01 21:27:24,648 - mmdet - INFO - Epoch [18][5000/7330] lr: 2.000e-03, eta: 2:35:14, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0469, loss_cls: 0.1557, acc: 94.2590, loss_bbox: 0.1918, loss_mask: 0.2219, loss: 0.6338 2022-10-01 21:27:34,847 - mmdet - INFO - Epoch [18][5050/7330] lr: 2.000e-03, eta: 2:35:04, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0480, loss_cls: 0.1555, acc: 94.2998, loss_bbox: 0.1897, loss_mask: 0.2218, loss: 0.6325 2022-10-01 21:27:44,888 - mmdet - INFO - Epoch [18][5100/7330] lr: 2.000e-03, eta: 2:34:54, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0488, loss_cls: 0.1533, acc: 94.2190, loss_bbox: 0.1895, loss_mask: 0.2222, loss: 0.6316 2022-10-01 21:27:55,152 - mmdet - INFO - Epoch [18][5150/7330] lr: 2.000e-03, eta: 2:34:44, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0456, loss_cls: 0.1538, acc: 94.3699, loss_bbox: 0.1843, loss_mask: 0.2180, loss: 0.6180 2022-10-01 21:28:05,037 - mmdet - INFO - Epoch [18][5200/7330] lr: 2.000e-03, eta: 2:34:34, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0447, loss_cls: 0.1538, acc: 94.3262, loss_bbox: 0.1889, loss_mask: 0.2254, loss: 0.6297 2022-10-01 21:28:15,013 - mmdet - INFO - Epoch [18][5250/7330] lr: 2.000e-03, eta: 2:34:24, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0455, loss_cls: 0.1510, acc: 94.4744, loss_bbox: 0.1865, loss_mask: 0.2199, loss: 0.6203 2022-10-01 21:28:25,040 - mmdet - INFO - Epoch [18][5300/7330] lr: 2.000e-03, eta: 2:34:14, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0447, loss_cls: 0.1453, acc: 94.6123, loss_bbox: 0.1850, loss_mask: 0.2161, loss: 0.6092 2022-10-01 21:28:35,195 - mmdet - INFO - Epoch [18][5350/7330] lr: 2.000e-03, eta: 2:34:04, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0483, loss_cls: 0.1496, acc: 94.4932, loss_bbox: 0.1873, loss_mask: 0.2170, loss: 0.6195 2022-10-01 21:28:45,149 - mmdet - INFO - Epoch [18][5400/7330] lr: 2.000e-03, eta: 2:33:54, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0465, loss_cls: 0.1478, acc: 94.5554, loss_bbox: 0.1836, loss_mask: 0.2168, loss: 0.6118 2022-10-01 21:28:55,202 - mmdet - INFO - Epoch [18][5450/7330] lr: 2.000e-03, eta: 2:33:44, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0478, loss_cls: 0.1565, acc: 94.3269, loss_bbox: 0.1900, loss_mask: 0.2245, loss: 0.6368 2022-10-01 21:29:05,260 - mmdet - INFO - Epoch [18][5500/7330] lr: 2.000e-03, eta: 2:33:34, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0476, loss_cls: 0.1561, acc: 94.3850, loss_bbox: 0.1886, loss_mask: 0.2217, loss: 0.6326 2022-10-01 21:29:15,332 - mmdet - INFO - Epoch [18][5550/7330] lr: 2.000e-03, eta: 2:33:24, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0440, loss_cls: 0.1446, acc: 94.7070, loss_bbox: 0.1791, loss_mask: 0.2151, loss: 0.5994 2022-10-01 21:29:25,263 - mmdet - INFO - Epoch [18][5600/7330] lr: 2.000e-03, eta: 2:33:14, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0460, loss_cls: 0.1503, acc: 94.4661, loss_bbox: 0.1850, loss_mask: 0.2194, loss: 0.6191 2022-10-01 21:29:35,214 - mmdet - INFO - Epoch [18][5650/7330] lr: 2.000e-03, eta: 2:33:03, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0465, loss_cls: 0.1531, acc: 94.4927, loss_bbox: 0.1898, loss_mask: 0.2248, loss: 0.6310 2022-10-01 21:29:45,463 - mmdet - INFO - Epoch [18][5700/7330] lr: 2.000e-03, eta: 2:32:54, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0464, loss_cls: 0.1581, acc: 94.2571, loss_bbox: 0.1941, loss_mask: 0.2265, loss: 0.6436 2022-10-01 21:29:55,432 - mmdet - INFO - Epoch [18][5750/7330] lr: 2.000e-03, eta: 2:32:43, time: 0.199, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0470, loss_cls: 0.1550, acc: 94.2659, loss_bbox: 0.1955, loss_mask: 0.2214, loss: 0.6366 2022-10-01 21:30:05,135 - mmdet - INFO - Epoch [18][5800/7330] lr: 2.000e-03, eta: 2:32:33, time: 0.194, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0447, loss_cls: 0.1464, acc: 94.5691, loss_bbox: 0.1825, loss_mask: 0.2224, loss: 0.6124 2022-10-01 21:30:15,018 - mmdet - INFO - Epoch [18][5850/7330] lr: 2.000e-03, eta: 2:32:23, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0461, loss_cls: 0.1469, acc: 94.6023, loss_bbox: 0.1805, loss_mask: 0.2200, loss: 0.6120 2022-10-01 21:30:24,807 - mmdet - INFO - Epoch [18][5900/7330] lr: 2.000e-03, eta: 2:32:12, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0456, loss_cls: 0.1476, acc: 94.5923, loss_bbox: 0.1828, loss_mask: 0.2182, loss: 0.6114 2022-10-01 21:30:35,038 - mmdet - INFO - Epoch [18][5950/7330] lr: 2.000e-03, eta: 2:32:02, time: 0.205, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0472, loss_cls: 0.1551, acc: 94.3276, loss_bbox: 0.1891, loss_mask: 0.2192, loss: 0.6307 2022-10-01 21:30:44,951 - mmdet - INFO - Epoch [18][6000/7330] lr: 2.000e-03, eta: 2:31:52, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0473, loss_cls: 0.1568, acc: 94.3145, loss_bbox: 0.1936, loss_mask: 0.2216, loss: 0.6368 2022-10-01 21:30:55,082 - mmdet - INFO - Epoch [18][6050/7330] lr: 2.000e-03, eta: 2:31:42, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0454, loss_cls: 0.1574, acc: 94.2253, loss_bbox: 0.1932, loss_mask: 0.2248, loss: 0.6401 2022-10-01 21:31:05,355 - mmdet - INFO - Epoch [18][6100/7330] lr: 2.000e-03, eta: 2:31:32, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0466, loss_cls: 0.1536, acc: 94.3325, loss_bbox: 0.1873, loss_mask: 0.2215, loss: 0.6266 2022-10-01 21:31:15,429 - mmdet - INFO - Epoch [18][6150/7330] lr: 2.000e-03, eta: 2:31:22, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0447, loss_cls: 0.1488, acc: 94.4761, loss_bbox: 0.1835, loss_mask: 0.2199, loss: 0.6138 2022-10-01 21:31:25,350 - mmdet - INFO - Epoch [18][6200/7330] lr: 2.000e-03, eta: 2:31:12, time: 0.198, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0494, loss_cls: 0.1537, acc: 94.3079, loss_bbox: 0.1907, loss_mask: 0.2202, loss: 0.6323 2022-10-01 21:31:35,270 - mmdet - INFO - Epoch [18][6250/7330] lr: 2.000e-03, eta: 2:31:02, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0470, loss_cls: 0.1447, acc: 94.6689, loss_bbox: 0.1815, loss_mask: 0.2184, loss: 0.6086 2022-10-01 21:31:44,951 - mmdet - INFO - Epoch [18][6300/7330] lr: 2.000e-03, eta: 2:30:52, time: 0.194, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0466, loss_cls: 0.1534, acc: 94.3306, loss_bbox: 0.1891, loss_mask: 0.2220, loss: 0.6297 2022-10-01 21:31:54,692 - mmdet - INFO - Epoch [18][6350/7330] lr: 2.000e-03, eta: 2:30:41, time: 0.195, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0423, loss_cls: 0.1496, acc: 94.4514, loss_bbox: 0.1839, loss_mask: 0.2164, loss: 0.6090 2022-10-01 21:32:04,111 - mmdet - INFO - Epoch [18][6400/7330] lr: 2.000e-03, eta: 2:30:30, time: 0.188, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0412, loss_cls: 0.1393, acc: 94.8779, loss_bbox: 0.1773, loss_mask: 0.2184, loss: 0.5921 2022-10-01 21:32:14,421 - mmdet - INFO - Epoch [18][6450/7330] lr: 2.000e-03, eta: 2:30:21, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0469, loss_cls: 0.1532, acc: 94.3551, loss_bbox: 0.1860, loss_mask: 0.2217, loss: 0.6263 2022-10-01 21:32:24,478 - mmdet - INFO - Epoch [18][6500/7330] lr: 2.000e-03, eta: 2:30:11, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0458, loss_cls: 0.1516, acc: 94.4016, loss_bbox: 0.1824, loss_mask: 0.2145, loss: 0.6113 2022-10-01 21:32:34,540 - mmdet - INFO - Epoch [18][6550/7330] lr: 2.000e-03, eta: 2:30:01, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0442, loss_cls: 0.1536, acc: 94.3315, loss_bbox: 0.1910, loss_mask: 0.2209, loss: 0.6265 2022-10-01 21:32:44,359 - mmdet - INFO - Epoch [18][6600/7330] lr: 2.000e-03, eta: 2:29:50, time: 0.196, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0462, loss_cls: 0.1513, acc: 94.4126, loss_bbox: 0.1921, loss_mask: 0.2232, loss: 0.6286 2022-10-01 21:32:54,465 - mmdet - INFO - Epoch [18][6650/7330] lr: 2.000e-03, eta: 2:29:40, time: 0.202, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0433, loss_cls: 0.1500, acc: 94.4761, loss_bbox: 0.1842, loss_mask: 0.2193, loss: 0.6142 2022-10-01 21:33:04,415 - mmdet - INFO - Epoch [18][6700/7330] lr: 2.000e-03, eta: 2:29:30, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0442, loss_cls: 0.1502, acc: 94.3916, loss_bbox: 0.1860, loss_mask: 0.2212, loss: 0.6194 2022-10-01 21:33:14,546 - mmdet - INFO - Epoch [18][6750/7330] lr: 2.000e-03, eta: 2:29:20, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0441, loss_cls: 0.1500, acc: 94.4663, loss_bbox: 0.1866, loss_mask: 0.2186, loss: 0.6160 2022-10-01 21:33:24,604 - mmdet - INFO - Epoch [18][6800/7330] lr: 2.000e-03, eta: 2:29:10, time: 0.201, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0457, loss_cls: 0.1497, acc: 94.4709, loss_bbox: 0.1898, loss_mask: 0.2207, loss: 0.6223 2022-10-01 21:33:34,729 - mmdet - INFO - Epoch [18][6850/7330] lr: 2.000e-03, eta: 2:29:00, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0475, loss_cls: 0.1607, acc: 94.1189, loss_bbox: 0.1960, loss_mask: 0.2236, loss: 0.6470 2022-10-01 21:33:44,702 - mmdet - INFO - Epoch [18][6900/7330] lr: 2.000e-03, eta: 2:28:50, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0459, loss_cls: 0.1606, acc: 94.1077, loss_bbox: 0.1912, loss_mask: 0.2280, loss: 0.6428 2022-10-01 21:33:54,408 - mmdet - INFO - Epoch [18][6950/7330] lr: 2.000e-03, eta: 2:28:40, time: 0.194, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0438, loss_cls: 0.1436, acc: 94.7446, loss_bbox: 0.1789, loss_mask: 0.2190, loss: 0.6013 2022-10-01 21:34:04,383 - mmdet - INFO - Epoch [18][7000/7330] lr: 2.000e-03, eta: 2:28:29, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0448, loss_cls: 0.1559, acc: 94.2856, loss_bbox: 0.1883, loss_mask: 0.2212, loss: 0.6280 2022-10-01 21:34:14,238 - mmdet - INFO - Epoch [18][7050/7330] lr: 2.000e-03, eta: 2:28:19, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0465, loss_cls: 0.1510, acc: 94.4458, loss_bbox: 0.1897, loss_mask: 0.2220, loss: 0.6255 2022-10-01 21:34:24,216 - mmdet - INFO - Epoch [18][7100/7330] lr: 2.000e-03, eta: 2:28:09, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0484, loss_cls: 0.1551, acc: 94.3586, loss_bbox: 0.1877, loss_mask: 0.2191, loss: 0.6299 2022-10-01 21:34:34,058 - mmdet - INFO - Epoch [18][7150/7330] lr: 2.000e-03, eta: 2:27:59, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0460, loss_cls: 0.1461, acc: 94.5776, loss_bbox: 0.1851, loss_mask: 0.2226, loss: 0.6174 2022-10-01 21:34:43,983 - mmdet - INFO - Epoch [18][7200/7330] lr: 2.000e-03, eta: 2:27:49, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0450, loss_cls: 0.1434, acc: 94.7188, loss_bbox: 0.1812, loss_mask: 0.2157, loss: 0.6006 2022-10-01 21:34:54,038 - mmdet - INFO - Epoch [18][7250/7330] lr: 2.000e-03, eta: 2:27:39, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0451, loss_cls: 0.1496, acc: 94.4866, loss_bbox: 0.1822, loss_mask: 0.2148, loss: 0.6102 2022-10-01 21:35:04,069 - mmdet - INFO - Epoch [18][7300/7330] lr: 2.000e-03, eta: 2:27:28, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0484, loss_cls: 0.1535, acc: 94.3511, loss_bbox: 0.1924, loss_mask: 0.2236, loss: 0.6348 2022-10-01 21:35:10,284 - mmdet - INFO - Saving checkpoint at 18 epochs 2022-10-01 21:35:48,891 - mmdet - INFO - Evaluating bbox... 2022-10-01 21:36:15,267 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.398 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.593 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.433 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.432 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.324 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.570 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.685 2022-10-01 21:36:15,268 - mmdet - INFO - Evaluating segm... 2022-10-01 21:36:45,134 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.564 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.376 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.163 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.381 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.273 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.632 2022-10-01 21:36:45,618 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_2x_coco_lr2e-2_wd1e-5/best_bbox_mAP_epoch_17.pth was removed 2022-10-01 21:36:46,386 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_18.pth. 2022-10-01 21:36:46,386 - mmdet - INFO - Best bbox_mAP is 0.3980 at 18 epoch. 2022-10-01 21:36:46,387 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 21:36:46,387 - mmdet - INFO - Epoch(val) [18][625] bbox_mAP: 0.3980, bbox_mAP_50: 0.5930, bbox_mAP_75: 0.4330, bbox_mAP_s: 0.2230, bbox_mAP_m: 0.4320, bbox_mAP_l: 0.5250, bbox_mAP_copypaste: 0.398 0.593 0.433 0.223 0.432 0.525, segm_mAP: 0.3530, segm_mAP_50: 0.5640, segm_mAP_75: 0.3760, segm_mAP_s: 0.1630, segm_mAP_m: 0.3810, segm_mAP_l: 0.5200, segm_mAP_copypaste: 0.353 0.564 0.376 0.163 0.381 0.520 2022-10-01 21:36:59,803 - mmdet - INFO - Epoch [19][50/7330] lr: 2.000e-03, eta: 2:27:10, time: 0.268, data_time: 0.088, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0464, loss_cls: 0.1494, acc: 94.5090, loss_bbox: 0.1813, loss_mask: 0.2152, loss: 0.6094 2022-10-01 21:37:09,998 - mmdet - INFO - Epoch [19][100/7330] lr: 2.000e-03, eta: 2:27:00, time: 0.204, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0436, loss_cls: 0.1391, acc: 94.9453, loss_bbox: 0.1758, loss_mask: 0.2179, loss: 0.5919 2022-10-01 21:37:20,786 - mmdet - INFO - Epoch [19][150/7330] lr: 2.000e-03, eta: 2:26:50, time: 0.216, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0482, loss_cls: 0.1537, acc: 94.2625, loss_bbox: 0.1917, loss_mask: 0.2244, loss: 0.6349 2022-10-01 21:37:31,038 - mmdet - INFO - Epoch [19][200/7330] lr: 2.000e-03, eta: 2:26:41, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0464, loss_cls: 0.1498, acc: 94.4775, loss_bbox: 0.1851, loss_mask: 0.2175, loss: 0.6151 2022-10-01 21:37:41,352 - mmdet - INFO - Epoch [19][250/7330] lr: 2.000e-03, eta: 2:26:31, time: 0.206, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0432, loss_cls: 0.1463, acc: 94.6431, loss_bbox: 0.1847, loss_mask: 0.2143, loss: 0.6058 2022-10-01 21:37:51,803 - mmdet - INFO - Epoch [19][300/7330] lr: 2.000e-03, eta: 2:26:21, time: 0.209, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0459, loss_cls: 0.1497, acc: 94.4309, loss_bbox: 0.1885, loss_mask: 0.2205, loss: 0.6212 2022-10-01 21:38:02,200 - mmdet - INFO - Epoch [19][350/7330] lr: 2.000e-03, eta: 2:26:11, time: 0.208, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0465, loss_cls: 0.1490, acc: 94.4702, loss_bbox: 0.1841, loss_mask: 0.2142, loss: 0.6103 2022-10-01 21:38:12,723 - mmdet - INFO - Epoch [19][400/7330] lr: 2.000e-03, eta: 2:26:02, time: 0.210, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0464, loss_cls: 0.1443, acc: 94.6460, loss_bbox: 0.1832, loss_mask: 0.2181, loss: 0.6097 2022-10-01 21:38:22,642 - mmdet - INFO - Epoch [19][450/7330] lr: 2.000e-03, eta: 2:25:52, time: 0.198, data_time: 0.025, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0419, loss_cls: 0.1334, acc: 95.0027, loss_bbox: 0.1697, loss_mask: 0.2142, loss: 0.5743 2022-10-01 21:38:33,467 - mmdet - INFO - Epoch [19][500/7330] lr: 2.000e-03, eta: 2:25:42, time: 0.216, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0478, loss_cls: 0.1549, acc: 94.2708, loss_bbox: 0.1878, loss_mask: 0.2211, loss: 0.6295 2022-10-01 21:38:43,300 - mmdet - INFO - Epoch [19][550/7330] lr: 2.000e-03, eta: 2:25:32, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0440, loss_cls: 0.1445, acc: 94.7007, loss_bbox: 0.1817, loss_mask: 0.2167, loss: 0.6042 2022-10-01 21:38:53,482 - mmdet - INFO - Epoch [19][600/7330] lr: 2.000e-03, eta: 2:25:22, time: 0.204, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0459, loss_cls: 0.1489, acc: 94.5620, loss_bbox: 0.1837, loss_mask: 0.2199, loss: 0.6148 2022-10-01 21:39:03,585 - mmdet - INFO - Epoch [19][650/7330] lr: 2.000e-03, eta: 2:25:12, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0459, loss_cls: 0.1436, acc: 94.7209, loss_bbox: 0.1804, loss_mask: 0.2146, loss: 0.6006 2022-10-01 21:39:13,919 - mmdet - INFO - Epoch [19][700/7330] lr: 2.000e-03, eta: 2:25:02, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0450, loss_cls: 0.1470, acc: 94.5913, loss_bbox: 0.1836, loss_mask: 0.2159, loss: 0.6078 2022-10-01 21:39:23,891 - mmdet - INFO - Epoch [19][750/7330] lr: 2.000e-03, eta: 2:24:52, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0448, loss_cls: 0.1453, acc: 94.6208, loss_bbox: 0.1854, loss_mask: 0.2184, loss: 0.6108 2022-10-01 21:39:34,038 - mmdet - INFO - Epoch [19][800/7330] lr: 2.000e-03, eta: 2:24:42, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0454, loss_cls: 0.1446, acc: 94.6733, loss_bbox: 0.1811, loss_mask: 0.2153, loss: 0.6022 2022-10-01 21:39:43,987 - mmdet - INFO - Epoch [19][850/7330] lr: 2.000e-03, eta: 2:24:32, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0472, loss_cls: 0.1488, acc: 94.4773, loss_bbox: 0.1863, loss_mask: 0.2191, loss: 0.6176 2022-10-01 21:39:53,656 - mmdet - INFO - Epoch [19][900/7330] lr: 2.000e-03, eta: 2:24:22, time: 0.193, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0430, loss_cls: 0.1479, acc: 94.6187, loss_bbox: 0.1791, loss_mask: 0.2192, loss: 0.6044 2022-10-01 21:40:03,832 - mmdet - INFO - Epoch [19][950/7330] lr: 2.000e-03, eta: 2:24:12, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0462, loss_cls: 0.1464, acc: 94.5942, loss_bbox: 0.1883, loss_mask: 0.2242, loss: 0.6228 2022-10-01 21:40:13,965 - mmdet - INFO - Epoch [19][1000/7330] lr: 2.000e-03, eta: 2:24:02, time: 0.203, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0436, loss_cls: 0.1411, acc: 94.6843, loss_bbox: 0.1777, loss_mask: 0.2145, loss: 0.5933 2022-10-01 21:40:24,220 - mmdet - INFO - Epoch [19][1050/7330] lr: 2.000e-03, eta: 2:23:52, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0455, loss_cls: 0.1476, acc: 94.5623, loss_bbox: 0.1853, loss_mask: 0.2200, loss: 0.6150 2022-10-01 21:40:34,274 - mmdet - INFO - Epoch [19][1100/7330] lr: 2.000e-03, eta: 2:23:42, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0441, loss_cls: 0.1481, acc: 94.5188, loss_bbox: 0.1897, loss_mask: 0.2238, loss: 0.6219 2022-10-01 21:40:44,342 - mmdet - INFO - Epoch [19][1150/7330] lr: 2.000e-03, eta: 2:23:32, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0472, loss_cls: 0.1448, acc: 94.6887, loss_bbox: 0.1789, loss_mask: 0.2178, loss: 0.6043 2022-10-01 21:40:54,606 - mmdet - INFO - Epoch [19][1200/7330] lr: 2.000e-03, eta: 2:23:22, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0454, loss_cls: 0.1463, acc: 94.5439, loss_bbox: 0.1870, loss_mask: 0.2173, loss: 0.6132 2022-10-01 21:41:04,586 - mmdet - INFO - Epoch [19][1250/7330] lr: 2.000e-03, eta: 2:23:12, time: 0.200, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0477, loss_cls: 0.1505, acc: 94.3477, loss_bbox: 0.1900, loss_mask: 0.2189, loss: 0.6237 2022-10-01 21:41:14,731 - mmdet - INFO - Epoch [19][1300/7330] lr: 2.000e-03, eta: 2:23:02, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0467, loss_cls: 0.1452, acc: 94.6296, loss_bbox: 0.1844, loss_mask: 0.2146, loss: 0.6075 2022-10-01 21:41:25,098 - mmdet - INFO - Epoch [19][1350/7330] lr: 2.000e-03, eta: 2:22:52, time: 0.207, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0477, loss_cls: 0.1481, acc: 94.5530, loss_bbox: 0.1811, loss_mask: 0.2215, loss: 0.6160 2022-10-01 21:41:35,376 - mmdet - INFO - Epoch [19][1400/7330] lr: 2.000e-03, eta: 2:22:42, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0463, loss_cls: 0.1451, acc: 94.5330, loss_bbox: 0.1870, loss_mask: 0.2228, loss: 0.6170 2022-10-01 21:41:45,366 - mmdet - INFO - Epoch [19][1450/7330] lr: 2.000e-03, eta: 2:22:32, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0442, loss_cls: 0.1488, acc: 94.4609, loss_bbox: 0.1890, loss_mask: 0.2164, loss: 0.6153 2022-10-01 21:41:55,467 - mmdet - INFO - Epoch [19][1500/7330] lr: 2.000e-03, eta: 2:22:22, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0454, loss_cls: 0.1514, acc: 94.4819, loss_bbox: 0.1883, loss_mask: 0.2221, loss: 0.6238 2022-10-01 21:42:05,254 - mmdet - INFO - Epoch [19][1550/7330] lr: 2.000e-03, eta: 2:22:12, time: 0.196, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0443, loss_cls: 0.1445, acc: 94.6892, loss_bbox: 0.1879, loss_mask: 0.2187, loss: 0.6119 2022-10-01 21:42:15,248 - mmdet - INFO - Epoch [19][1600/7330] lr: 2.000e-03, eta: 2:22:02, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0450, loss_cls: 0.1464, acc: 94.6245, loss_bbox: 0.1796, loss_mask: 0.2146, loss: 0.6017 2022-10-01 21:42:25,407 - mmdet - INFO - Epoch [19][1650/7330] lr: 2.000e-03, eta: 2:21:52, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0464, loss_cls: 0.1459, acc: 94.6614, loss_bbox: 0.1803, loss_mask: 0.2154, loss: 0.6047 2022-10-01 21:42:35,553 - mmdet - INFO - Epoch [19][1700/7330] lr: 2.000e-03, eta: 2:21:42, time: 0.203, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0477, loss_cls: 0.1522, acc: 94.4041, loss_bbox: 0.1878, loss_mask: 0.2223, loss: 0.6270 2022-10-01 21:42:45,406 - mmdet - INFO - Epoch [19][1750/7330] lr: 2.000e-03, eta: 2:21:32, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0477, loss_cls: 0.1473, acc: 94.5642, loss_bbox: 0.1872, loss_mask: 0.2182, loss: 0.6172 2022-10-01 21:42:55,707 - mmdet - INFO - Epoch [19][1800/7330] lr: 2.000e-03, eta: 2:21:22, time: 0.206, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0472, loss_cls: 0.1534, acc: 94.3457, loss_bbox: 0.1932, loss_mask: 0.2224, loss: 0.6337 2022-10-01 21:43:05,737 - mmdet - INFO - Epoch [19][1850/7330] lr: 2.000e-03, eta: 2:21:12, time: 0.201, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0437, loss_cls: 0.1423, acc: 94.8049, loss_bbox: 0.1788, loss_mask: 0.2184, loss: 0.5983 2022-10-01 21:43:15,825 - mmdet - INFO - Epoch [19][1900/7330] lr: 2.000e-03, eta: 2:21:02, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0440, loss_cls: 0.1497, acc: 94.4829, loss_bbox: 0.1844, loss_mask: 0.2142, loss: 0.6097 2022-10-01 21:43:25,969 - mmdet - INFO - Epoch [19][1950/7330] lr: 2.000e-03, eta: 2:20:52, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0447, loss_cls: 0.1498, acc: 94.5281, loss_bbox: 0.1891, loss_mask: 0.2205, loss: 0.6209 2022-10-01 21:43:35,934 - mmdet - INFO - Epoch [19][2000/7330] lr: 2.000e-03, eta: 2:20:42, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0435, loss_cls: 0.1380, acc: 94.8972, loss_bbox: 0.1755, loss_mask: 0.2134, loss: 0.5854 2022-10-01 21:43:46,061 - mmdet - INFO - Epoch [19][2050/7330] lr: 2.000e-03, eta: 2:20:32, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0474, loss_cls: 0.1519, acc: 94.3875, loss_bbox: 0.1885, loss_mask: 0.2225, loss: 0.6268 2022-10-01 21:43:56,303 - mmdet - INFO - Epoch [19][2100/7330] lr: 2.000e-03, eta: 2:20:22, time: 0.205, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0469, loss_cls: 0.1470, acc: 94.5061, loss_bbox: 0.1849, loss_mask: 0.2208, loss: 0.6157 2022-10-01 21:44:06,112 - mmdet - INFO - Epoch [19][2150/7330] lr: 2.000e-03, eta: 2:20:11, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0410, loss_cls: 0.1461, acc: 94.5798, loss_bbox: 0.1832, loss_mask: 0.2157, loss: 0.6027 2022-10-01 21:44:16,159 - mmdet - INFO - Epoch [19][2200/7330] lr: 2.000e-03, eta: 2:20:01, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0467, loss_cls: 0.1474, acc: 94.5884, loss_bbox: 0.1840, loss_mask: 0.2200, loss: 0.6131 2022-10-01 21:44:26,219 - mmdet - INFO - Epoch [19][2250/7330] lr: 2.000e-03, eta: 2:19:51, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0449, loss_cls: 0.1520, acc: 94.4385, loss_bbox: 0.1877, loss_mask: 0.2238, loss: 0.6249 2022-10-01 21:44:36,482 - mmdet - INFO - Epoch [19][2300/7330] lr: 2.000e-03, eta: 2:19:41, time: 0.205, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0427, loss_cls: 0.1440, acc: 94.6533, loss_bbox: 0.1810, loss_mask: 0.2137, loss: 0.5973 2022-10-01 21:44:46,600 - mmdet - INFO - Epoch [19][2350/7330] lr: 2.000e-03, eta: 2:19:31, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0461, loss_cls: 0.1480, acc: 94.5676, loss_bbox: 0.1855, loss_mask: 0.2181, loss: 0.6152 2022-10-01 21:44:56,969 - mmdet - INFO - Epoch [19][2400/7330] lr: 2.000e-03, eta: 2:19:22, time: 0.207, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0447, loss_cls: 0.1514, acc: 94.4316, loss_bbox: 0.1835, loss_mask: 0.2193, loss: 0.6155 2022-10-01 21:45:07,662 - mmdet - INFO - Epoch [19][2450/7330] lr: 2.000e-03, eta: 2:19:12, time: 0.214, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0467, loss_cls: 0.1505, acc: 94.3794, loss_bbox: 0.1895, loss_mask: 0.2238, loss: 0.6278 2022-10-01 21:45:17,861 - mmdet - INFO - Epoch [19][2500/7330] lr: 2.000e-03, eta: 2:19:02, time: 0.204, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0426, loss_cls: 0.1463, acc: 94.6462, loss_bbox: 0.1800, loss_mask: 0.2158, loss: 0.6011 2022-10-01 21:45:28,130 - mmdet - INFO - Epoch [19][2550/7330] lr: 2.000e-03, eta: 2:18:52, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0450, loss_cls: 0.1454, acc: 94.5767, loss_bbox: 0.1870, loss_mask: 0.2167, loss: 0.6099 2022-10-01 21:45:38,112 - mmdet - INFO - Epoch [19][2600/7330] lr: 2.000e-03, eta: 2:18:42, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0430, loss_cls: 0.1449, acc: 94.7371, loss_bbox: 0.1802, loss_mask: 0.2146, loss: 0.5999 2022-10-01 21:45:48,319 - mmdet - INFO - Epoch [19][2650/7330] lr: 2.000e-03, eta: 2:18:32, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0485, loss_cls: 0.1537, acc: 94.2629, loss_bbox: 0.1887, loss_mask: 0.2199, loss: 0.6285 2022-10-01 21:45:58,560 - mmdet - INFO - Epoch [19][2700/7330] lr: 2.000e-03, eta: 2:18:22, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0453, loss_cls: 0.1461, acc: 94.4856, loss_bbox: 0.1858, loss_mask: 0.2223, loss: 0.6163 2022-10-01 21:46:08,410 - mmdet - INFO - Epoch [19][2750/7330] lr: 2.000e-03, eta: 2:18:12, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0432, loss_cls: 0.1437, acc: 94.6770, loss_bbox: 0.1765, loss_mask: 0.2146, loss: 0.5938 2022-10-01 21:46:18,717 - mmdet - INFO - Epoch [19][2800/7330] lr: 2.000e-03, eta: 2:18:02, time: 0.206, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0458, loss_cls: 0.1520, acc: 94.3362, loss_bbox: 0.1895, loss_mask: 0.2161, loss: 0.6211 2022-10-01 21:46:28,787 - mmdet - INFO - Epoch [19][2850/7330] lr: 2.000e-03, eta: 2:17:52, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0471, loss_cls: 0.1466, acc: 94.5942, loss_bbox: 0.1867, loss_mask: 0.2167, loss: 0.6145 2022-10-01 21:46:38,604 - mmdet - INFO - Epoch [19][2900/7330] lr: 2.000e-03, eta: 2:17:42, time: 0.196, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0431, loss_cls: 0.1428, acc: 94.7949, loss_bbox: 0.1795, loss_mask: 0.2164, loss: 0.5964 2022-10-01 21:46:48,573 - mmdet - INFO - Epoch [19][2950/7330] lr: 2.000e-03, eta: 2:17:32, time: 0.199, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0448, loss_cls: 0.1433, acc: 94.7810, loss_bbox: 0.1830, loss_mask: 0.2144, loss: 0.6009 2022-10-01 21:46:58,500 - mmdet - INFO - Epoch [19][3000/7330] lr: 2.000e-03, eta: 2:17:22, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0458, loss_cls: 0.1453, acc: 94.6572, loss_bbox: 0.1820, loss_mask: 0.2197, loss: 0.6101 2022-10-01 21:47:08,703 - mmdet - INFO - Epoch [19][3050/7330] lr: 2.000e-03, eta: 2:17:12, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0443, loss_cls: 0.1440, acc: 94.6460, loss_bbox: 0.1836, loss_mask: 0.2198, loss: 0.6071 2022-10-01 21:47:18,517 - mmdet - INFO - Epoch [19][3100/7330] lr: 2.000e-03, eta: 2:17:02, time: 0.196, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0427, loss_cls: 0.1426, acc: 94.6274, loss_bbox: 0.1815, loss_mask: 0.2147, loss: 0.5966 2022-10-01 21:47:28,111 - mmdet - INFO - Epoch [19][3150/7330] lr: 2.000e-03, eta: 2:16:51, time: 0.192, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0416, loss_cls: 0.1453, acc: 94.7124, loss_bbox: 0.1807, loss_mask: 0.2192, loss: 0.6031 2022-10-01 21:47:38,469 - mmdet - INFO - Epoch [19][3200/7330] lr: 2.000e-03, eta: 2:16:41, time: 0.207, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0454, loss_cls: 0.1462, acc: 94.6479, loss_bbox: 0.1842, loss_mask: 0.2186, loss: 0.6108 2022-10-01 21:47:48,114 - mmdet - INFO - Epoch [19][3250/7330] lr: 2.000e-03, eta: 2:16:31, time: 0.193, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0448, loss_cls: 0.1417, acc: 94.7383, loss_bbox: 0.1794, loss_mask: 0.2130, loss: 0.5952 2022-10-01 21:47:58,264 - mmdet - INFO - Epoch [19][3300/7330] lr: 2.000e-03, eta: 2:16:21, time: 0.203, data_time: 0.042, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0477, loss_cls: 0.1538, acc: 94.2849, loss_bbox: 0.1918, loss_mask: 0.2176, loss: 0.6281 2022-10-01 21:48:08,415 - mmdet - INFO - Epoch [19][3350/7330] lr: 2.000e-03, eta: 2:16:11, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0464, loss_cls: 0.1489, acc: 94.5439, loss_bbox: 0.1869, loss_mask: 0.2180, loss: 0.6168 2022-10-01 21:48:18,131 - mmdet - INFO - Epoch [19][3400/7330] lr: 2.000e-03, eta: 2:16:01, time: 0.194, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0454, loss_cls: 0.1426, acc: 94.7153, loss_bbox: 0.1798, loss_mask: 0.2171, loss: 0.6009 2022-10-01 21:48:28,067 - mmdet - INFO - Epoch [19][3450/7330] lr: 2.000e-03, eta: 2:15:50, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0424, loss_cls: 0.1392, acc: 94.7996, loss_bbox: 0.1798, loss_mask: 0.2186, loss: 0.5960 2022-10-01 21:48:37,987 - mmdet - INFO - Epoch [19][3500/7330] lr: 2.000e-03, eta: 2:15:40, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0458, loss_cls: 0.1487, acc: 94.5073, loss_bbox: 0.1860, loss_mask: 0.2206, loss: 0.6179 2022-10-01 21:48:48,146 - mmdet - INFO - Epoch [19][3550/7330] lr: 2.000e-03, eta: 2:15:30, time: 0.203, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0448, loss_cls: 0.1474, acc: 94.6079, loss_bbox: 0.1816, loss_mask: 0.2197, loss: 0.6110 2022-10-01 21:48:58,273 - mmdet - INFO - Epoch [19][3600/7330] lr: 2.000e-03, eta: 2:15:20, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0457, loss_cls: 0.1428, acc: 94.7917, loss_bbox: 0.1781, loss_mask: 0.2190, loss: 0.6022 2022-10-01 21:49:08,153 - mmdet - INFO - Epoch [19][3650/7330] lr: 2.000e-03, eta: 2:15:10, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0439, loss_cls: 0.1409, acc: 94.8625, loss_bbox: 0.1787, loss_mask: 0.2185, loss: 0.5974 2022-10-01 21:49:18,056 - mmdet - INFO - Epoch [19][3700/7330] lr: 2.000e-03, eta: 2:15:00, time: 0.198, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0455, loss_cls: 0.1399, acc: 94.8269, loss_bbox: 0.1754, loss_mask: 0.2160, loss: 0.5938 2022-10-01 21:49:28,074 - mmdet - INFO - Epoch [19][3750/7330] lr: 2.000e-03, eta: 2:14:50, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0449, loss_cls: 0.1439, acc: 94.6538, loss_bbox: 0.1830, loss_mask: 0.2226, loss: 0.6101 2022-10-01 21:49:38,068 - mmdet - INFO - Epoch [19][3800/7330] lr: 2.000e-03, eta: 2:14:40, time: 0.200, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0457, loss_cls: 0.1487, acc: 94.5232, loss_bbox: 0.1842, loss_mask: 0.2165, loss: 0.6124 2022-10-01 21:49:48,054 - mmdet - INFO - Epoch [19][3850/7330] lr: 2.000e-03, eta: 2:14:30, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0440, loss_cls: 0.1549, acc: 94.3540, loss_bbox: 0.1903, loss_mask: 0.2214, loss: 0.6273 2022-10-01 21:49:58,041 - mmdet - INFO - Epoch [19][3900/7330] lr: 2.000e-03, eta: 2:14:19, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0455, loss_cls: 0.1517, acc: 94.4285, loss_bbox: 0.1922, loss_mask: 0.2238, loss: 0.6302 2022-10-01 21:50:08,022 - mmdet - INFO - Epoch [19][3950/7330] lr: 2.000e-03, eta: 2:14:09, time: 0.200, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0457, loss_cls: 0.1510, acc: 94.4446, loss_bbox: 0.1849, loss_mask: 0.2238, loss: 0.6226 2022-10-01 21:50:17,982 - mmdet - INFO - Epoch [19][4000/7330] lr: 2.000e-03, eta: 2:13:59, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0472, loss_cls: 0.1475, acc: 94.5457, loss_bbox: 0.1884, loss_mask: 0.2198, loss: 0.6205 2022-10-01 21:50:28,138 - mmdet - INFO - Epoch [19][4050/7330] lr: 2.000e-03, eta: 2:13:49, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0464, loss_cls: 0.1527, acc: 94.4065, loss_bbox: 0.1878, loss_mask: 0.2191, loss: 0.6224 2022-10-01 21:50:38,149 - mmdet - INFO - Epoch [19][4100/7330] lr: 2.000e-03, eta: 2:13:39, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0462, loss_cls: 0.1495, acc: 94.4717, loss_bbox: 0.1860, loss_mask: 0.2240, loss: 0.6228 2022-10-01 21:50:48,302 - mmdet - INFO - Epoch [19][4150/7330] lr: 2.000e-03, eta: 2:13:29, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0490, loss_cls: 0.1571, acc: 94.2397, loss_bbox: 0.1916, loss_mask: 0.2226, loss: 0.6368 2022-10-01 21:50:58,779 - mmdet - INFO - Epoch [19][4200/7330] lr: 2.000e-03, eta: 2:13:19, time: 0.210, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0476, loss_cls: 0.1528, acc: 94.3547, loss_bbox: 0.1920, loss_mask: 0.2276, loss: 0.6362 2022-10-01 21:51:08,841 - mmdet - INFO - Epoch [19][4250/7330] lr: 2.000e-03, eta: 2:13:09, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0463, loss_cls: 0.1502, acc: 94.4456, loss_bbox: 0.1884, loss_mask: 0.2217, loss: 0.6235 2022-10-01 21:51:18,913 - mmdet - INFO - Epoch [19][4300/7330] lr: 2.000e-03, eta: 2:12:59, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0447, loss_cls: 0.1492, acc: 94.5071, loss_bbox: 0.1862, loss_mask: 0.2190, loss: 0.6163 2022-10-01 21:51:28,944 - mmdet - INFO - Epoch [19][4350/7330] lr: 2.000e-03, eta: 2:12:49, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0430, loss_cls: 0.1450, acc: 94.7036, loss_bbox: 0.1786, loss_mask: 0.2156, loss: 0.5985 2022-10-01 21:51:39,151 - mmdet - INFO - Epoch [19][4400/7330] lr: 2.000e-03, eta: 2:12:39, time: 0.204, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0476, loss_cls: 0.1529, acc: 94.4268, loss_bbox: 0.1902, loss_mask: 0.2194, loss: 0.6277 2022-10-01 21:51:48,728 - mmdet - INFO - Epoch [19][4450/7330] lr: 2.000e-03, eta: 2:12:29, time: 0.191, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0443, loss_cls: 0.1453, acc: 94.6104, loss_bbox: 0.1825, loss_mask: 0.2172, loss: 0.6055 2022-10-01 21:51:58,824 - mmdet - INFO - Epoch [19][4500/7330] lr: 2.000e-03, eta: 2:12:19, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0405, loss_cls: 0.1394, acc: 94.8691, loss_bbox: 0.1733, loss_mask: 0.2111, loss: 0.5805 2022-10-01 21:52:08,999 - mmdet - INFO - Epoch [19][4550/7330] lr: 2.000e-03, eta: 2:12:09, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0457, loss_cls: 0.1523, acc: 94.4182, loss_bbox: 0.1831, loss_mask: 0.2161, loss: 0.6140 2022-10-01 21:52:18,692 - mmdet - INFO - Epoch [19][4600/7330] lr: 2.000e-03, eta: 2:11:59, time: 0.194, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0459, loss_cls: 0.1479, acc: 94.6279, loss_bbox: 0.1848, loss_mask: 0.2193, loss: 0.6150 2022-10-01 21:52:28,598 - mmdet - INFO - Epoch [19][4650/7330] lr: 2.000e-03, eta: 2:11:48, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0452, loss_cls: 0.1466, acc: 94.6023, loss_bbox: 0.1834, loss_mask: 0.2197, loss: 0.6112 2022-10-01 21:52:39,017 - mmdet - INFO - Epoch [19][4700/7330] lr: 2.000e-03, eta: 2:11:39, time: 0.208, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0469, loss_cls: 0.1499, acc: 94.5005, loss_bbox: 0.1885, loss_mask: 0.2179, loss: 0.6206 2022-10-01 21:52:48,942 - mmdet - INFO - Epoch [19][4750/7330] lr: 2.000e-03, eta: 2:11:28, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0449, loss_cls: 0.1457, acc: 94.6777, loss_bbox: 0.1842, loss_mask: 0.2216, loss: 0.6127 2022-10-01 21:52:58,546 - mmdet - INFO - Epoch [19][4800/7330] lr: 2.000e-03, eta: 2:11:18, time: 0.192, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0423, loss_cls: 0.1357, acc: 94.9431, loss_bbox: 0.1736, loss_mask: 0.2141, loss: 0.5800 2022-10-01 21:53:08,858 - mmdet - INFO - Epoch [19][4850/7330] lr: 2.000e-03, eta: 2:11:08, time: 0.206, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0473, loss_cls: 0.1550, acc: 94.2346, loss_bbox: 0.1946, loss_mask: 0.2179, loss: 0.6325 2022-10-01 21:53:18,894 - mmdet - INFO - Epoch [19][4900/7330] lr: 2.000e-03, eta: 2:10:58, time: 0.201, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0453, loss_cls: 0.1475, acc: 94.6074, loss_bbox: 0.1787, loss_mask: 0.2173, loss: 0.6061 2022-10-01 21:53:29,092 - mmdet - INFO - Epoch [19][4950/7330] lr: 2.000e-03, eta: 2:10:48, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0490, loss_cls: 0.1463, acc: 94.6206, loss_bbox: 0.1859, loss_mask: 0.2200, loss: 0.6193 2022-10-01 21:53:38,953 - mmdet - INFO - Epoch [19][5000/7330] lr: 2.000e-03, eta: 2:10:38, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0455, loss_cls: 0.1439, acc: 94.6936, loss_bbox: 0.1801, loss_mask: 0.2151, loss: 0.6004 2022-10-01 21:53:48,786 - mmdet - INFO - Epoch [19][5050/7330] lr: 2.000e-03, eta: 2:10:28, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0449, loss_cls: 0.1440, acc: 94.7454, loss_bbox: 0.1797, loss_mask: 0.2187, loss: 0.6030 2022-10-01 21:53:58,835 - mmdet - INFO - Epoch [19][5100/7330] lr: 2.000e-03, eta: 2:10:18, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0472, loss_cls: 0.1456, acc: 94.6460, loss_bbox: 0.1822, loss_mask: 0.2187, loss: 0.6095 2022-10-01 21:54:09,127 - mmdet - INFO - Epoch [19][5150/7330] lr: 2.000e-03, eta: 2:10:08, time: 0.206, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0489, loss_cls: 0.1493, acc: 94.4998, loss_bbox: 0.1873, loss_mask: 0.2225, loss: 0.6249 2022-10-01 21:54:19,176 - mmdet - INFO - Epoch [19][5200/7330] lr: 2.000e-03, eta: 2:09:58, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0468, loss_cls: 0.1506, acc: 94.4626, loss_bbox: 0.1892, loss_mask: 0.2201, loss: 0.6233 2022-10-01 21:54:29,408 - mmdet - INFO - Epoch [19][5250/7330] lr: 2.000e-03, eta: 2:09:48, time: 0.205, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0458, loss_cls: 0.1523, acc: 94.5178, loss_bbox: 0.1855, loss_mask: 0.2191, loss: 0.6199 2022-10-01 21:54:39,580 - mmdet - INFO - Epoch [19][5300/7330] lr: 2.000e-03, eta: 2:09:38, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0467, loss_cls: 0.1493, acc: 94.4932, loss_bbox: 0.1848, loss_mask: 0.2181, loss: 0.6150 2022-10-01 21:54:49,712 - mmdet - INFO - Epoch [19][5350/7330] lr: 2.000e-03, eta: 2:09:28, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0477, loss_cls: 0.1551, acc: 94.3320, loss_bbox: 0.1859, loss_mask: 0.2201, loss: 0.6267 2022-10-01 21:54:59,870 - mmdet - INFO - Epoch [19][5400/7330] lr: 2.000e-03, eta: 2:09:18, time: 0.203, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0451, loss_cls: 0.1478, acc: 94.5254, loss_bbox: 0.1873, loss_mask: 0.2187, loss: 0.6152 2022-10-01 21:55:09,984 - mmdet - INFO - Epoch [19][5450/7330] lr: 2.000e-03, eta: 2:09:08, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0435, loss_cls: 0.1466, acc: 94.6028, loss_bbox: 0.1828, loss_mask: 0.2186, loss: 0.6076 2022-10-01 21:55:19,891 - mmdet - INFO - Epoch [19][5500/7330] lr: 2.000e-03, eta: 2:08:58, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0433, loss_cls: 0.1470, acc: 94.4998, loss_bbox: 0.1831, loss_mask: 0.2190, loss: 0.6086 2022-10-01 21:55:29,766 - mmdet - INFO - Epoch [19][5550/7330] lr: 2.000e-03, eta: 2:08:48, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0479, loss_cls: 0.1442, acc: 94.6912, loss_bbox: 0.1822, loss_mask: 0.2157, loss: 0.6057 2022-10-01 21:55:39,603 - mmdet - INFO - Epoch [19][5600/7330] lr: 2.000e-03, eta: 2:08:37, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0438, loss_cls: 0.1414, acc: 94.8350, loss_bbox: 0.1800, loss_mask: 0.2165, loss: 0.5975 2022-10-01 21:55:49,928 - mmdet - INFO - Epoch [19][5650/7330] lr: 2.000e-03, eta: 2:08:28, time: 0.206, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0462, loss_cls: 0.1544, acc: 94.1545, loss_bbox: 0.1959, loss_mask: 0.2233, loss: 0.6380 2022-10-01 21:56:00,469 - mmdet - INFO - Epoch [19][5700/7330] lr: 2.000e-03, eta: 2:08:18, time: 0.211, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0469, loss_cls: 0.1473, acc: 94.5542, loss_bbox: 0.1857, loss_mask: 0.2168, loss: 0.6148 2022-10-01 21:56:10,897 - mmdet - INFO - Epoch [19][5750/7330] lr: 2.000e-03, eta: 2:08:08, time: 0.209, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0463, loss_cls: 0.1454, acc: 94.6162, loss_bbox: 0.1807, loss_mask: 0.2182, loss: 0.6069 2022-10-01 21:56:20,639 - mmdet - INFO - Epoch [19][5800/7330] lr: 2.000e-03, eta: 2:07:58, time: 0.195, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0438, loss_cls: 0.1450, acc: 94.6721, loss_bbox: 0.1809, loss_mask: 0.2130, loss: 0.5992 2022-10-01 21:56:30,716 - mmdet - INFO - Epoch [19][5850/7330] lr: 2.000e-03, eta: 2:07:48, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0475, loss_cls: 0.1508, acc: 94.5051, loss_bbox: 0.1855, loss_mask: 0.2217, loss: 0.6221 2022-10-01 21:56:40,461 - mmdet - INFO - Epoch [19][5900/7330] lr: 2.000e-03, eta: 2:07:37, time: 0.195, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0466, loss_cls: 0.1499, acc: 94.4785, loss_bbox: 0.1864, loss_mask: 0.2214, loss: 0.6215 2022-10-01 21:56:50,526 - mmdet - INFO - Epoch [19][5950/7330] lr: 2.000e-03, eta: 2:07:27, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0444, loss_cls: 0.1420, acc: 94.6987, loss_bbox: 0.1813, loss_mask: 0.2165, loss: 0.5996 2022-10-01 21:57:00,909 - mmdet - INFO - Epoch [19][6000/7330] lr: 2.000e-03, eta: 2:07:18, time: 0.208, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0456, loss_cls: 0.1531, acc: 94.3491, loss_bbox: 0.1930, loss_mask: 0.2248, loss: 0.6349 2022-10-01 21:57:10,856 - mmdet - INFO - Epoch [19][6050/7330] lr: 2.000e-03, eta: 2:07:07, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0461, loss_cls: 0.1486, acc: 94.5547, loss_bbox: 0.1830, loss_mask: 0.2154, loss: 0.6093 2022-10-01 21:57:20,878 - mmdet - INFO - Epoch [19][6100/7330] lr: 2.000e-03, eta: 2:06:57, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0457, loss_cls: 0.1509, acc: 94.4282, loss_bbox: 0.1900, loss_mask: 0.2191, loss: 0.6223 2022-10-01 21:57:30,578 - mmdet - INFO - Epoch [19][6150/7330] lr: 2.000e-03, eta: 2:06:47, time: 0.194, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0429, loss_cls: 0.1427, acc: 94.8875, loss_bbox: 0.1734, loss_mask: 0.2133, loss: 0.5873 2022-10-01 21:57:40,742 - mmdet - INFO - Epoch [19][6200/7330] lr: 2.000e-03, eta: 2:06:37, time: 0.203, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0477, loss_cls: 0.1480, acc: 94.5808, loss_bbox: 0.1848, loss_mask: 0.2183, loss: 0.6172 2022-10-01 21:57:50,960 - mmdet - INFO - Epoch [19][6250/7330] lr: 2.000e-03, eta: 2:06:27, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0459, loss_cls: 0.1512, acc: 94.4082, loss_bbox: 0.1898, loss_mask: 0.2203, loss: 0.6246 2022-10-01 21:58:00,964 - mmdet - INFO - Epoch [19][6300/7330] lr: 2.000e-03, eta: 2:06:17, time: 0.200, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0453, loss_cls: 0.1481, acc: 94.4707, loss_bbox: 0.1839, loss_mask: 0.2141, loss: 0.6080 2022-10-01 21:58:11,089 - mmdet - INFO - Epoch [19][6350/7330] lr: 2.000e-03, eta: 2:06:07, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0475, loss_cls: 0.1485, acc: 94.5061, loss_bbox: 0.1911, loss_mask: 0.2199, loss: 0.6238 2022-10-01 21:58:20,963 - mmdet - INFO - Epoch [19][6400/7330] lr: 2.000e-03, eta: 2:05:57, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0440, loss_cls: 0.1450, acc: 94.7024, loss_bbox: 0.1850, loss_mask: 0.2209, loss: 0.6113 2022-10-01 21:58:31,019 - mmdet - INFO - Epoch [19][6450/7330] lr: 2.000e-03, eta: 2:05:47, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0459, loss_cls: 0.1484, acc: 94.6194, loss_bbox: 0.1835, loss_mask: 0.2187, loss: 0.6145 2022-10-01 21:58:41,339 - mmdet - INFO - Epoch [19][6500/7330] lr: 2.000e-03, eta: 2:05:37, time: 0.206, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0489, loss_cls: 0.1518, acc: 94.3325, loss_bbox: 0.1904, loss_mask: 0.2214, loss: 0.6299 2022-10-01 21:58:51,277 - mmdet - INFO - Epoch [19][6550/7330] lr: 2.000e-03, eta: 2:05:27, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0427, loss_cls: 0.1398, acc: 94.8413, loss_bbox: 0.1740, loss_mask: 0.2142, loss: 0.5863 2022-10-01 21:59:01,298 - mmdet - INFO - Epoch [19][6600/7330] lr: 2.000e-03, eta: 2:05:17, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0444, loss_cls: 0.1428, acc: 94.8198, loss_bbox: 0.1784, loss_mask: 0.2167, loss: 0.5971 2022-10-01 21:59:11,259 - mmdet - INFO - Epoch [19][6650/7330] lr: 2.000e-03, eta: 2:05:07, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0449, loss_cls: 0.1481, acc: 94.5718, loss_bbox: 0.1858, loss_mask: 0.2188, loss: 0.6139 2022-10-01 21:59:21,552 - mmdet - INFO - Epoch [19][6700/7330] lr: 2.000e-03, eta: 2:04:57, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0444, loss_cls: 0.1433, acc: 94.7119, loss_bbox: 0.1811, loss_mask: 0.2196, loss: 0.6060 2022-10-01 21:59:31,386 - mmdet - INFO - Epoch [19][6750/7330] lr: 2.000e-03, eta: 2:04:46, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0445, loss_cls: 0.1477, acc: 94.5535, loss_bbox: 0.1836, loss_mask: 0.2191, loss: 0.6114 2022-10-01 21:59:41,371 - mmdet - INFO - Epoch [19][6800/7330] lr: 2.000e-03, eta: 2:04:36, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0448, loss_cls: 0.1478, acc: 94.5713, loss_bbox: 0.1825, loss_mask: 0.2173, loss: 0.6093 2022-10-01 21:59:51,541 - mmdet - INFO - Epoch [19][6850/7330] lr: 2.000e-03, eta: 2:04:26, time: 0.203, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0491, loss_cls: 0.1529, acc: 94.3796, loss_bbox: 0.1917, loss_mask: 0.2222, loss: 0.6334 2022-10-01 22:00:01,718 - mmdet - INFO - Epoch [19][6900/7330] lr: 2.000e-03, eta: 2:04:16, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0468, loss_cls: 0.1462, acc: 94.6389, loss_bbox: 0.1805, loss_mask: 0.2210, loss: 0.6115 2022-10-01 22:00:11,922 - mmdet - INFO - Epoch [19][6950/7330] lr: 2.000e-03, eta: 2:04:06, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0476, loss_cls: 0.1474, acc: 94.5879, loss_bbox: 0.1833, loss_mask: 0.2133, loss: 0.6084 2022-10-01 22:00:22,242 - mmdet - INFO - Epoch [19][7000/7330] lr: 2.000e-03, eta: 2:03:57, time: 0.206, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0482, loss_cls: 0.1542, acc: 94.3767, loss_bbox: 0.1911, loss_mask: 0.2192, loss: 0.6315 2022-10-01 22:00:32,226 - mmdet - INFO - Epoch [19][7050/7330] lr: 2.000e-03, eta: 2:03:47, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0470, loss_cls: 0.1533, acc: 94.3081, loss_bbox: 0.1915, loss_mask: 0.2263, loss: 0.6344 2022-10-01 22:00:42,355 - mmdet - INFO - Epoch [19][7100/7330] lr: 2.000e-03, eta: 2:03:37, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0450, loss_cls: 0.1462, acc: 94.5369, loss_bbox: 0.1833, loss_mask: 0.2194, loss: 0.6097 2022-10-01 22:00:52,842 - mmdet - INFO - Epoch [19][7150/7330] lr: 2.000e-03, eta: 2:03:27, time: 0.210, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0478, loss_cls: 0.1547, acc: 94.2341, loss_bbox: 0.1934, loss_mask: 0.2233, loss: 0.6371 2022-10-01 22:01:03,015 - mmdet - INFO - Epoch [19][7200/7330] lr: 2.000e-03, eta: 2:03:17, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0440, loss_cls: 0.1493, acc: 94.4399, loss_bbox: 0.1921, loss_mask: 0.2213, loss: 0.6232 2022-10-01 22:01:12,990 - mmdet - INFO - Epoch [19][7250/7330] lr: 2.000e-03, eta: 2:03:07, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0444, loss_cls: 0.1454, acc: 94.6663, loss_bbox: 0.1795, loss_mask: 0.2130, loss: 0.5987 2022-10-01 22:01:22,960 - mmdet - INFO - Epoch [19][7300/7330] lr: 2.000e-03, eta: 2:02:57, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0465, loss_cls: 0.1452, acc: 94.5710, loss_bbox: 0.1855, loss_mask: 0.2225, loss: 0.6151 2022-10-01 22:01:29,491 - mmdet - INFO - Saving checkpoint at 19 epochs 2022-10-01 22:02:07,717 - mmdet - INFO - Evaluating bbox... 2022-10-01 22:02:34,402 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.396 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.591 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.432 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.427 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.523 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.523 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.680 2022-10-01 22:02:34,402 - mmdet - INFO - Evaluating segm... 2022-10-01 22:03:03,505 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.561 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.377 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.162 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.379 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.265 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.621 2022-10-01 22:03:03,872 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:03:03,873 - mmdet - INFO - Epoch(val) [19][625] bbox_mAP: 0.3960, bbox_mAP_50: 0.5910, bbox_mAP_75: 0.4320, bbox_mAP_s: 0.2220, bbox_mAP_m: 0.4270, bbox_mAP_l: 0.5240, bbox_mAP_copypaste: 0.396 0.591 0.432 0.222 0.427 0.524, segm_mAP: 0.3520, segm_mAP_50: 0.5610, segm_mAP_75: 0.3770, segm_mAP_s: 0.1620, segm_mAP_m: 0.3790, segm_mAP_l: 0.5150, segm_mAP_copypaste: 0.352 0.561 0.377 0.162 0.379 0.515 2022-10-01 22:03:17,320 - mmdet - INFO - Epoch [20][50/7330] lr: 2.000e-03, eta: 2:02:39, time: 0.269, data_time: 0.090, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0457, loss_cls: 0.1444, acc: 94.7375, loss_bbox: 0.1828, loss_mask: 0.2159, loss: 0.6043 2022-10-01 22:03:27,219 - mmdet - INFO - Epoch [20][100/7330] lr: 2.000e-03, eta: 2:02:28, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0437, loss_cls: 0.1384, acc: 94.9541, loss_bbox: 0.1766, loss_mask: 0.2106, loss: 0.5847 2022-10-01 22:03:37,571 - mmdet - INFO - Epoch [20][150/7330] lr: 2.000e-03, eta: 2:02:19, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0481, loss_cls: 0.1455, acc: 94.5784, loss_bbox: 0.1859, loss_mask: 0.2185, loss: 0.6147 2022-10-01 22:03:47,590 - mmdet - INFO - Epoch [20][200/7330] lr: 2.000e-03, eta: 2:02:08, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0448, loss_cls: 0.1462, acc: 94.6287, loss_bbox: 0.1849, loss_mask: 0.2183, loss: 0.6102 2022-10-01 22:03:57,956 - mmdet - INFO - Epoch [20][250/7330] lr: 2.000e-03, eta: 2:01:59, time: 0.207, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0472, loss_cls: 0.1465, acc: 94.6455, loss_bbox: 0.1872, loss_mask: 0.2194, loss: 0.6170 2022-10-01 22:04:07,960 - mmdet - INFO - Epoch [20][300/7330] lr: 2.000e-03, eta: 2:01:49, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0433, loss_cls: 0.1410, acc: 94.8005, loss_bbox: 0.1830, loss_mask: 0.2153, loss: 0.5993 2022-10-01 22:04:18,287 - mmdet - INFO - Epoch [20][350/7330] lr: 2.000e-03, eta: 2:01:39, time: 0.207, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0461, loss_cls: 0.1429, acc: 94.7188, loss_bbox: 0.1788, loss_mask: 0.2160, loss: 0.5999 2022-10-01 22:04:28,112 - mmdet - INFO - Epoch [20][400/7330] lr: 2.000e-03, eta: 2:01:28, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0476, loss_cls: 0.1451, acc: 94.6975, loss_bbox: 0.1827, loss_mask: 0.2182, loss: 0.6085 2022-10-01 22:04:37,593 - mmdet - INFO - Epoch [20][450/7330] lr: 2.000e-03, eta: 2:01:18, time: 0.190, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0433, loss_cls: 0.1345, acc: 95.0193, loss_bbox: 0.1743, loss_mask: 0.2183, loss: 0.5851 2022-10-01 22:04:47,711 - mmdet - INFO - Epoch [20][500/7330] lr: 2.000e-03, eta: 2:01:08, time: 0.202, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0461, loss_cls: 0.1382, acc: 94.9246, loss_bbox: 0.1782, loss_mask: 0.2183, loss: 0.5969 2022-10-01 22:04:57,794 - mmdet - INFO - Epoch [20][550/7330] lr: 2.000e-03, eta: 2:00:58, time: 0.202, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0452, loss_cls: 0.1433, acc: 94.6924, loss_bbox: 0.1780, loss_mask: 0.2130, loss: 0.5953 2022-10-01 22:05:08,072 - mmdet - INFO - Epoch [20][600/7330] lr: 2.000e-03, eta: 2:00:48, time: 0.206, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0477, loss_cls: 0.1494, acc: 94.5403, loss_bbox: 0.1888, loss_mask: 0.2202, loss: 0.6226 2022-10-01 22:05:18,324 - mmdet - INFO - Epoch [20][650/7330] lr: 2.000e-03, eta: 2:00:38, time: 0.205, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0443, loss_cls: 0.1436, acc: 94.6746, loss_bbox: 0.1809, loss_mask: 0.2160, loss: 0.6001 2022-10-01 22:05:28,618 - mmdet - INFO - Epoch [20][700/7330] lr: 2.000e-03, eta: 2:00:28, time: 0.206, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0441, loss_cls: 0.1431, acc: 94.6633, loss_bbox: 0.1849, loss_mask: 0.2183, loss: 0.6052 2022-10-01 22:05:38,597 - mmdet - INFO - Epoch [20][750/7330] lr: 2.000e-03, eta: 2:00:18, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0465, loss_cls: 0.1405, acc: 94.8376, loss_bbox: 0.1800, loss_mask: 0.2193, loss: 0.6023 2022-10-01 22:05:48,632 - mmdet - INFO - Epoch [20][800/7330] lr: 2.000e-03, eta: 2:00:08, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0459, loss_cls: 0.1463, acc: 94.5771, loss_bbox: 0.1837, loss_mask: 0.2194, loss: 0.6120 2022-10-01 22:05:59,058 - mmdet - INFO - Epoch [20][850/7330] lr: 2.000e-03, eta: 1:59:58, time: 0.209, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0456, loss_cls: 0.1485, acc: 94.4695, loss_bbox: 0.1888, loss_mask: 0.2202, loss: 0.6200 2022-10-01 22:06:09,454 - mmdet - INFO - Epoch [20][900/7330] lr: 2.000e-03, eta: 1:59:49, time: 0.208, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0481, loss_cls: 0.1465, acc: 94.6228, loss_bbox: 0.1884, loss_mask: 0.2177, loss: 0.6183 2022-10-01 22:06:19,559 - mmdet - INFO - Epoch [20][950/7330] lr: 2.000e-03, eta: 1:59:38, time: 0.202, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0446, loss_cls: 0.1396, acc: 94.8389, loss_bbox: 0.1751, loss_mask: 0.2135, loss: 0.5874 2022-10-01 22:06:29,494 - mmdet - INFO - Epoch [20][1000/7330] lr: 2.000e-03, eta: 1:59:28, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0457, loss_cls: 0.1431, acc: 94.6660, loss_bbox: 0.1829, loss_mask: 0.2178, loss: 0.6052 2022-10-01 22:06:39,263 - mmdet - INFO - Epoch [20][1050/7330] lr: 2.000e-03, eta: 1:59:18, time: 0.195, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0413, loss_cls: 0.1355, acc: 95.0549, loss_bbox: 0.1671, loss_mask: 0.2095, loss: 0.5692 2022-10-01 22:06:49,494 - mmdet - INFO - Epoch [20][1100/7330] lr: 2.000e-03, eta: 1:59:08, time: 0.205, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0478, loss_cls: 0.1452, acc: 94.5928, loss_bbox: 0.1843, loss_mask: 0.2204, loss: 0.6139 2022-10-01 22:06:59,758 - mmdet - INFO - Epoch [20][1150/7330] lr: 2.000e-03, eta: 1:58:58, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0469, loss_cls: 0.1481, acc: 94.5083, loss_bbox: 0.1820, loss_mask: 0.2178, loss: 0.6122 2022-10-01 22:07:09,753 - mmdet - INFO - Epoch [20][1200/7330] lr: 2.000e-03, eta: 1:58:48, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0448, loss_cls: 0.1401, acc: 94.8484, loss_bbox: 0.1816, loss_mask: 0.2185, loss: 0.5999 2022-10-01 22:07:19,900 - mmdet - INFO - Epoch [20][1250/7330] lr: 2.000e-03, eta: 1:58:38, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0435, loss_cls: 0.1451, acc: 94.6375, loss_bbox: 0.1844, loss_mask: 0.2149, loss: 0.6033 2022-10-01 22:07:30,056 - mmdet - INFO - Epoch [20][1300/7330] lr: 2.000e-03, eta: 1:58:28, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0464, loss_cls: 0.1487, acc: 94.5410, loss_bbox: 0.1852, loss_mask: 0.2191, loss: 0.6151 2022-10-01 22:07:40,333 - mmdet - INFO - Epoch [20][1350/7330] lr: 2.000e-03, eta: 1:58:18, time: 0.206, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0456, loss_cls: 0.1486, acc: 94.5012, loss_bbox: 0.1865, loss_mask: 0.2225, loss: 0.6197 2022-10-01 22:07:50,541 - mmdet - INFO - Epoch [20][1400/7330] lr: 2.000e-03, eta: 1:58:08, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0441, loss_cls: 0.1407, acc: 94.7207, loss_bbox: 0.1776, loss_mask: 0.2183, loss: 0.5967 2022-10-01 22:08:00,631 - mmdet - INFO - Epoch [20][1450/7330] lr: 2.000e-03, eta: 1:57:58, time: 0.202, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0461, loss_cls: 0.1485, acc: 94.4963, loss_bbox: 0.1892, loss_mask: 0.2184, loss: 0.6192 2022-10-01 22:08:10,754 - mmdet - INFO - Epoch [20][1500/7330] lr: 2.000e-03, eta: 1:57:48, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0456, loss_cls: 0.1440, acc: 94.6553, loss_bbox: 0.1866, loss_mask: 0.2202, loss: 0.6137 2022-10-01 22:08:21,155 - mmdet - INFO - Epoch [20][1550/7330] lr: 2.000e-03, eta: 1:57:38, time: 0.208, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0460, loss_cls: 0.1417, acc: 94.7292, loss_bbox: 0.1820, loss_mask: 0.2157, loss: 0.6020 2022-10-01 22:08:31,206 - mmdet - INFO - Epoch [20][1600/7330] lr: 2.000e-03, eta: 1:57:28, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0440, loss_cls: 0.1396, acc: 94.7712, loss_bbox: 0.1749, loss_mask: 0.2118, loss: 0.5863 2022-10-01 22:08:40,977 - mmdet - INFO - Epoch [20][1650/7330] lr: 2.000e-03, eta: 1:57:18, time: 0.195, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0434, loss_cls: 0.1384, acc: 94.8799, loss_bbox: 0.1755, loss_mask: 0.2123, loss: 0.5858 2022-10-01 22:08:50,629 - mmdet - INFO - Epoch [20][1700/7330] lr: 2.000e-03, eta: 1:57:08, time: 0.193, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0446, loss_cls: 0.1329, acc: 95.1067, loss_bbox: 0.1713, loss_mask: 0.2086, loss: 0.5728 2022-10-01 22:09:00,629 - mmdet - INFO - Epoch [20][1750/7330] lr: 2.000e-03, eta: 1:56:58, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0449, loss_cls: 0.1394, acc: 94.8728, loss_bbox: 0.1805, loss_mask: 0.2124, loss: 0.5920 2022-10-01 22:09:10,934 - mmdet - INFO - Epoch [20][1800/7330] lr: 2.000e-03, eta: 1:56:48, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0443, loss_cls: 0.1482, acc: 94.5974, loss_bbox: 0.1815, loss_mask: 0.2166, loss: 0.6075 2022-10-01 22:09:21,089 - mmdet - INFO - Epoch [20][1850/7330] lr: 2.000e-03, eta: 1:56:38, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0484, loss_cls: 0.1492, acc: 94.5806, loss_bbox: 0.1859, loss_mask: 0.2236, loss: 0.6233 2022-10-01 22:09:31,456 - mmdet - INFO - Epoch [20][1900/7330] lr: 2.000e-03, eta: 1:56:28, time: 0.207, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0432, loss_cls: 0.1421, acc: 94.7544, loss_bbox: 0.1775, loss_mask: 0.2120, loss: 0.5909 2022-10-01 22:09:41,594 - mmdet - INFO - Epoch [20][1950/7330] lr: 2.000e-03, eta: 1:56:18, time: 0.203, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0462, loss_cls: 0.1470, acc: 94.6143, loss_bbox: 0.1861, loss_mask: 0.2192, loss: 0.6155 2022-10-01 22:09:51,773 - mmdet - INFO - Epoch [20][2000/7330] lr: 2.000e-03, eta: 1:56:08, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0467, loss_cls: 0.1432, acc: 94.6526, loss_bbox: 0.1824, loss_mask: 0.2163, loss: 0.6042 2022-10-01 22:10:01,800 - mmdet - INFO - Epoch [20][2050/7330] lr: 2.000e-03, eta: 1:55:58, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0440, loss_cls: 0.1431, acc: 94.6489, loss_bbox: 0.1844, loss_mask: 0.2195, loss: 0.6072 2022-10-01 22:10:11,684 - mmdet - INFO - Epoch [20][2100/7330] lr: 2.000e-03, eta: 1:55:48, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0430, loss_cls: 0.1413, acc: 94.8181, loss_bbox: 0.1791, loss_mask: 0.2140, loss: 0.5921 2022-10-01 22:10:21,592 - mmdet - INFO - Epoch [20][2150/7330] lr: 2.000e-03, eta: 1:55:38, time: 0.198, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0425, loss_cls: 0.1384, acc: 94.8572, loss_bbox: 0.1761, loss_mask: 0.2107, loss: 0.5824 2022-10-01 22:10:31,554 - mmdet - INFO - Epoch [20][2200/7330] lr: 2.000e-03, eta: 1:55:28, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0447, loss_cls: 0.1469, acc: 94.5933, loss_bbox: 0.1804, loss_mask: 0.2171, loss: 0.6053 2022-10-01 22:10:41,431 - mmdet - INFO - Epoch [20][2250/7330] lr: 2.000e-03, eta: 1:55:17, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0458, loss_cls: 0.1397, acc: 94.7688, loss_bbox: 0.1744, loss_mask: 0.2176, loss: 0.5936 2022-10-01 22:10:51,695 - mmdet - INFO - Epoch [20][2300/7330] lr: 2.000e-03, eta: 1:55:07, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0457, loss_cls: 0.1441, acc: 94.6511, loss_bbox: 0.1832, loss_mask: 0.2185, loss: 0.6079 2022-10-01 22:11:01,914 - mmdet - INFO - Epoch [20][2350/7330] lr: 2.000e-03, eta: 1:54:57, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0478, loss_cls: 0.1495, acc: 94.5249, loss_bbox: 0.1802, loss_mask: 0.2193, loss: 0.6138 2022-10-01 22:11:12,069 - mmdet - INFO - Epoch [20][2400/7330] lr: 2.000e-03, eta: 1:54:47, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0464, loss_cls: 0.1457, acc: 94.6768, loss_bbox: 0.1868, loss_mask: 0.2196, loss: 0.6138 2022-10-01 22:11:22,258 - mmdet - INFO - Epoch [20][2450/7330] lr: 2.000e-03, eta: 1:54:38, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0476, loss_cls: 0.1457, acc: 94.6748, loss_bbox: 0.1845, loss_mask: 0.2172, loss: 0.6103 2022-10-01 22:11:32,283 - mmdet - INFO - Epoch [20][2500/7330] lr: 2.000e-03, eta: 1:54:27, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0446, loss_cls: 0.1392, acc: 94.8535, loss_bbox: 0.1733, loss_mask: 0.2070, loss: 0.5799 2022-10-01 22:11:42,401 - mmdet - INFO - Epoch [20][2550/7330] lr: 2.000e-03, eta: 1:54:17, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0493, loss_cls: 0.1433, acc: 94.6433, loss_bbox: 0.1849, loss_mask: 0.2205, loss: 0.6149 2022-10-01 22:11:52,180 - mmdet - INFO - Epoch [20][2600/7330] lr: 2.000e-03, eta: 1:54:07, time: 0.196, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0425, loss_cls: 0.1422, acc: 94.7427, loss_bbox: 0.1769, loss_mask: 0.2143, loss: 0.5928 2022-10-01 22:12:02,492 - mmdet - INFO - Epoch [20][2650/7330] lr: 2.000e-03, eta: 1:53:57, time: 0.206, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0466, loss_cls: 0.1467, acc: 94.6152, loss_bbox: 0.1855, loss_mask: 0.2186, loss: 0.6157 2022-10-01 22:12:12,505 - mmdet - INFO - Epoch [20][2700/7330] lr: 2.000e-03, eta: 1:53:47, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0464, loss_cls: 0.1450, acc: 94.5730, loss_bbox: 0.1854, loss_mask: 0.2171, loss: 0.6098 2022-10-01 22:12:22,400 - mmdet - INFO - Epoch [20][2750/7330] lr: 2.000e-03, eta: 1:53:37, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0442, loss_cls: 0.1424, acc: 94.7097, loss_bbox: 0.1790, loss_mask: 0.2175, loss: 0.5989 2022-10-01 22:12:32,262 - mmdet - INFO - Epoch [20][2800/7330] lr: 2.000e-03, eta: 1:53:27, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0443, loss_cls: 0.1420, acc: 94.7688, loss_bbox: 0.1778, loss_mask: 0.2162, loss: 0.5960 2022-10-01 22:12:42,310 - mmdet - INFO - Epoch [20][2850/7330] lr: 2.000e-03, eta: 1:53:17, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0448, loss_cls: 0.1426, acc: 94.7617, loss_bbox: 0.1778, loss_mask: 0.2109, loss: 0.5917 2022-10-01 22:12:52,149 - mmdet - INFO - Epoch [20][2900/7330] lr: 2.000e-03, eta: 1:53:07, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0453, loss_cls: 0.1391, acc: 94.7654, loss_bbox: 0.1820, loss_mask: 0.2189, loss: 0.6015 2022-10-01 22:13:02,207 - mmdet - INFO - Epoch [20][2950/7330] lr: 2.000e-03, eta: 1:52:57, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0455, loss_cls: 0.1482, acc: 94.5002, loss_bbox: 0.1870, loss_mask: 0.2246, loss: 0.6216 2022-10-01 22:13:12,410 - mmdet - INFO - Epoch [20][3000/7330] lr: 2.000e-03, eta: 1:52:47, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0484, loss_cls: 0.1490, acc: 94.4536, loss_bbox: 0.1910, loss_mask: 0.2216, loss: 0.6260 2022-10-01 22:13:22,074 - mmdet - INFO - Epoch [20][3050/7330] lr: 2.000e-03, eta: 1:52:36, time: 0.193, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0444, loss_cls: 0.1396, acc: 94.8640, loss_bbox: 0.1762, loss_mask: 0.2124, loss: 0.5874 2022-10-01 22:13:32,186 - mmdet - INFO - Epoch [20][3100/7330] lr: 2.000e-03, eta: 1:52:26, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0448, loss_cls: 0.1455, acc: 94.5806, loss_bbox: 0.1865, loss_mask: 0.2198, loss: 0.6119 2022-10-01 22:13:41,961 - mmdet - INFO - Epoch [20][3150/7330] lr: 2.000e-03, eta: 1:52:16, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0425, loss_cls: 0.1388, acc: 94.8262, loss_bbox: 0.1763, loss_mask: 0.2152, loss: 0.5888 2022-10-01 22:13:52,087 - mmdet - INFO - Epoch [20][3200/7330] lr: 2.000e-03, eta: 1:52:06, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0467, loss_cls: 0.1478, acc: 94.5066, loss_bbox: 0.1863, loss_mask: 0.2182, loss: 0.6157 2022-10-01 22:14:02,048 - mmdet - INFO - Epoch [20][3250/7330] lr: 2.000e-03, eta: 1:51:56, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0443, loss_cls: 0.1382, acc: 94.8613, loss_bbox: 0.1793, loss_mask: 0.2162, loss: 0.5927 2022-10-01 22:14:11,979 - mmdet - INFO - Epoch [20][3300/7330] lr: 2.000e-03, eta: 1:51:46, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0422, loss_cls: 0.1437, acc: 94.7070, loss_bbox: 0.1804, loss_mask: 0.2123, loss: 0.5939 2022-10-01 22:14:21,729 - mmdet - INFO - Epoch [20][3350/7330] lr: 2.000e-03, eta: 1:51:36, time: 0.195, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0438, loss_cls: 0.1367, acc: 94.9849, loss_bbox: 0.1728, loss_mask: 0.2101, loss: 0.5785 2022-10-01 22:14:32,049 - mmdet - INFO - Epoch [20][3400/7330] lr: 2.000e-03, eta: 1:51:26, time: 0.206, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0464, loss_cls: 0.1478, acc: 94.4827, loss_bbox: 0.1874, loss_mask: 0.2207, loss: 0.6189 2022-10-01 22:14:42,406 - mmdet - INFO - Epoch [20][3450/7330] lr: 2.000e-03, eta: 1:51:16, time: 0.207, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0457, loss_cls: 0.1486, acc: 94.4402, loss_bbox: 0.1868, loss_mask: 0.2179, loss: 0.6155 2022-10-01 22:14:52,594 - mmdet - INFO - Epoch [20][3500/7330] lr: 2.000e-03, eta: 1:51:06, time: 0.204, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0449, loss_cls: 0.1443, acc: 94.5825, loss_bbox: 0.1816, loss_mask: 0.2134, loss: 0.6004 2022-10-01 22:15:02,258 - mmdet - INFO - Epoch [20][3550/7330] lr: 2.000e-03, eta: 1:50:56, time: 0.193, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0425, loss_cls: 0.1416, acc: 94.8108, loss_bbox: 0.1782, loss_mask: 0.2148, loss: 0.5926 2022-10-01 22:15:12,401 - mmdet - INFO - Epoch [20][3600/7330] lr: 2.000e-03, eta: 1:50:46, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0447, loss_cls: 0.1422, acc: 94.7415, loss_bbox: 0.1789, loss_mask: 0.2161, loss: 0.5979 2022-10-01 22:15:22,240 - mmdet - INFO - Epoch [20][3650/7330] lr: 2.000e-03, eta: 1:50:35, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0438, loss_cls: 0.1467, acc: 94.5652, loss_bbox: 0.1829, loss_mask: 0.2155, loss: 0.6049 2022-10-01 22:15:32,029 - mmdet - INFO - Epoch [20][3700/7330] lr: 2.000e-03, eta: 1:50:25, time: 0.196, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0432, loss_cls: 0.1416, acc: 94.7947, loss_bbox: 0.1803, loss_mask: 0.2176, loss: 0.5979 2022-10-01 22:15:41,986 - mmdet - INFO - Epoch [20][3750/7330] lr: 2.000e-03, eta: 1:50:15, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0454, loss_cls: 0.1394, acc: 94.8552, loss_bbox: 0.1768, loss_mask: 0.2149, loss: 0.5911 2022-10-01 22:15:51,766 - mmdet - INFO - Epoch [20][3800/7330] lr: 2.000e-03, eta: 1:50:05, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0442, loss_cls: 0.1393, acc: 94.9124, loss_bbox: 0.1759, loss_mask: 0.2147, loss: 0.5896 2022-10-01 22:16:01,555 - mmdet - INFO - Epoch [20][3850/7330] lr: 2.000e-03, eta: 1:49:55, time: 0.196, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0470, loss_cls: 0.1437, acc: 94.6694, loss_bbox: 0.1835, loss_mask: 0.2179, loss: 0.6072 2022-10-01 22:16:11,685 - mmdet - INFO - Epoch [20][3900/7330] lr: 2.000e-03, eta: 1:49:45, time: 0.203, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0452, loss_cls: 0.1454, acc: 94.6992, loss_bbox: 0.1798, loss_mask: 0.2188, loss: 0.6047 2022-10-01 22:16:21,502 - mmdet - INFO - Epoch [20][3950/7330] lr: 2.000e-03, eta: 1:49:34, time: 0.196, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0440, loss_cls: 0.1426, acc: 94.6721, loss_bbox: 0.1831, loss_mask: 0.2195, loss: 0.6042 2022-10-01 22:16:31,643 - mmdet - INFO - Epoch [20][4000/7330] lr: 2.000e-03, eta: 1:49:24, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0441, loss_cls: 0.1421, acc: 94.7654, loss_bbox: 0.1805, loss_mask: 0.2156, loss: 0.5990 2022-10-01 22:16:41,904 - mmdet - INFO - Epoch [20][4050/7330] lr: 2.000e-03, eta: 1:49:14, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0459, loss_cls: 0.1477, acc: 94.5486, loss_bbox: 0.1882, loss_mask: 0.2174, loss: 0.6160 2022-10-01 22:16:51,921 - mmdet - INFO - Epoch [20][4100/7330] lr: 2.000e-03, eta: 1:49:04, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0462, loss_cls: 0.1449, acc: 94.7080, loss_bbox: 0.1847, loss_mask: 0.2148, loss: 0.6069 2022-10-01 22:17:02,200 - mmdet - INFO - Epoch [20][4150/7330] lr: 2.000e-03, eta: 1:48:54, time: 0.206, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0471, loss_cls: 0.1516, acc: 94.3801, loss_bbox: 0.1890, loss_mask: 0.2242, loss: 0.6296 2022-10-01 22:17:12,260 - mmdet - INFO - Epoch [20][4200/7330] lr: 2.000e-03, eta: 1:48:44, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0454, loss_cls: 0.1461, acc: 94.6807, loss_bbox: 0.1820, loss_mask: 0.2149, loss: 0.6052 2022-10-01 22:17:22,283 - mmdet - INFO - Epoch [20][4250/7330] lr: 2.000e-03, eta: 1:48:34, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0455, loss_cls: 0.1493, acc: 94.4866, loss_bbox: 0.1822, loss_mask: 0.2106, loss: 0.6032 2022-10-01 22:17:32,449 - mmdet - INFO - Epoch [20][4300/7330] lr: 2.000e-03, eta: 1:48:24, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0473, loss_cls: 0.1459, acc: 94.6201, loss_bbox: 0.1862, loss_mask: 0.2183, loss: 0.6140 2022-10-01 22:17:42,611 - mmdet - INFO - Epoch [20][4350/7330] lr: 2.000e-03, eta: 1:48:14, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0471, loss_cls: 0.1444, acc: 94.6880, loss_bbox: 0.1865, loss_mask: 0.2180, loss: 0.6122 2022-10-01 22:17:52,557 - mmdet - INFO - Epoch [20][4400/7330] lr: 2.000e-03, eta: 1:48:04, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0457, loss_cls: 0.1443, acc: 94.6094, loss_bbox: 0.1838, loss_mask: 0.2188, loss: 0.6087 2022-10-01 22:18:02,130 - mmdet - INFO - Epoch [20][4450/7330] lr: 2.000e-03, eta: 1:47:54, time: 0.191, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0431, loss_cls: 0.1397, acc: 94.8032, loss_bbox: 0.1787, loss_mask: 0.2123, loss: 0.5883 2022-10-01 22:18:12,288 - mmdet - INFO - Epoch [20][4500/7330] lr: 2.000e-03, eta: 1:47:44, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0454, loss_cls: 0.1441, acc: 94.6494, loss_bbox: 0.1806, loss_mask: 0.2136, loss: 0.6004 2022-10-01 22:18:22,178 - mmdet - INFO - Epoch [20][4550/7330] lr: 2.000e-03, eta: 1:47:34, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0424, loss_cls: 0.1457, acc: 94.5757, loss_bbox: 0.1838, loss_mask: 0.2189, loss: 0.6065 2022-10-01 22:18:32,402 - mmdet - INFO - Epoch [20][4600/7330] lr: 2.000e-03, eta: 1:47:24, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0462, loss_cls: 0.1457, acc: 94.6558, loss_bbox: 0.1854, loss_mask: 0.2142, loss: 0.6084 2022-10-01 22:18:42,140 - mmdet - INFO - Epoch [20][4650/7330] lr: 2.000e-03, eta: 1:47:14, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0416, loss_cls: 0.1398, acc: 94.8218, loss_bbox: 0.1754, loss_mask: 0.2124, loss: 0.5838 2022-10-01 22:18:52,219 - mmdet - INFO - Epoch [20][4700/7330] lr: 2.000e-03, eta: 1:47:04, time: 0.202, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0484, loss_cls: 0.1493, acc: 94.4958, loss_bbox: 0.1931, loss_mask: 0.2194, loss: 0.6262 2022-10-01 22:19:02,207 - mmdet - INFO - Epoch [20][4750/7330] lr: 2.000e-03, eta: 1:46:53, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0427, loss_cls: 0.1445, acc: 94.6536, loss_bbox: 0.1836, loss_mask: 0.2136, loss: 0.5991 2022-10-01 22:19:11,817 - mmdet - INFO - Epoch [20][4800/7330] lr: 2.000e-03, eta: 1:46:43, time: 0.192, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0426, loss_cls: 0.1349, acc: 95.0027, loss_bbox: 0.1706, loss_mask: 0.2073, loss: 0.5709 2022-10-01 22:19:21,697 - mmdet - INFO - Epoch [20][4850/7330] lr: 2.000e-03, eta: 1:46:33, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0472, loss_cls: 0.1537, acc: 94.2910, loss_bbox: 0.1957, loss_mask: 0.2218, loss: 0.6364 2022-10-01 22:19:32,076 - mmdet - INFO - Epoch [20][4900/7330] lr: 2.000e-03, eta: 1:46:23, time: 0.208, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0461, loss_cls: 0.1433, acc: 94.7288, loss_bbox: 0.1829, loss_mask: 0.2160, loss: 0.6051 2022-10-01 22:19:42,105 - mmdet - INFO - Epoch [20][4950/7330] lr: 2.000e-03, eta: 1:46:13, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0453, loss_cls: 0.1457, acc: 94.5691, loss_bbox: 0.1859, loss_mask: 0.2160, loss: 0.6102 2022-10-01 22:19:52,107 - mmdet - INFO - Epoch [20][5000/7330] lr: 2.000e-03, eta: 1:46:03, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0460, loss_cls: 0.1442, acc: 94.7014, loss_bbox: 0.1816, loss_mask: 0.2173, loss: 0.6052 2022-10-01 22:20:02,059 - mmdet - INFO - Epoch [20][5050/7330] lr: 2.000e-03, eta: 1:45:53, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0460, loss_cls: 0.1419, acc: 94.7422, loss_bbox: 0.1798, loss_mask: 0.2179, loss: 0.6010 2022-10-01 22:20:12,591 - mmdet - INFO - Epoch [20][5100/7330] lr: 2.000e-03, eta: 1:45:43, time: 0.211, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0446, loss_cls: 0.1486, acc: 94.5237, loss_bbox: 0.1859, loss_mask: 0.2159, loss: 0.6116 2022-10-01 22:20:22,469 - mmdet - INFO - Epoch [20][5150/7330] lr: 2.000e-03, eta: 1:45:33, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0452, loss_cls: 0.1397, acc: 94.8022, loss_bbox: 0.1802, loss_mask: 0.2157, loss: 0.5960 2022-10-01 22:20:32,389 - mmdet - INFO - Epoch [20][5200/7330] lr: 2.000e-03, eta: 1:45:23, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0444, loss_cls: 0.1461, acc: 94.6604, loss_bbox: 0.1808, loss_mask: 0.2135, loss: 0.6013 2022-10-01 22:20:42,182 - mmdet - INFO - Epoch [20][5250/7330] lr: 2.000e-03, eta: 1:45:13, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0436, loss_cls: 0.1390, acc: 94.8757, loss_bbox: 0.1789, loss_mask: 0.2197, loss: 0.5955 2022-10-01 22:20:52,332 - mmdet - INFO - Epoch [20][5300/7330] lr: 2.000e-03, eta: 1:45:03, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0446, loss_cls: 0.1471, acc: 94.4963, loss_bbox: 0.1853, loss_mask: 0.2205, loss: 0.6136 2022-10-01 22:21:02,396 - mmdet - INFO - Epoch [20][5350/7330] lr: 2.000e-03, eta: 1:44:53, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0445, loss_cls: 0.1416, acc: 94.7974, loss_bbox: 0.1775, loss_mask: 0.2153, loss: 0.5949 2022-10-01 22:21:12,055 - mmdet - INFO - Epoch [20][5400/7330] lr: 2.000e-03, eta: 1:44:42, time: 0.193, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0429, loss_cls: 0.1403, acc: 94.8111, loss_bbox: 0.1770, loss_mask: 0.2173, loss: 0.5927 2022-10-01 22:21:22,041 - mmdet - INFO - Epoch [20][5450/7330] lr: 2.000e-03, eta: 1:44:32, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0446, loss_cls: 0.1521, acc: 94.3730, loss_bbox: 0.1917, loss_mask: 0.2215, loss: 0.6259 2022-10-01 22:21:32,230 - mmdet - INFO - Epoch [20][5500/7330] lr: 2.000e-03, eta: 1:44:22, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0462, loss_cls: 0.1428, acc: 94.6663, loss_bbox: 0.1846, loss_mask: 0.2197, loss: 0.6076 2022-10-01 22:21:42,439 - mmdet - INFO - Epoch [20][5550/7330] lr: 2.000e-03, eta: 1:44:12, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0452, loss_cls: 0.1437, acc: 94.7173, loss_bbox: 0.1829, loss_mask: 0.2179, loss: 0.6058 2022-10-01 22:21:52,069 - mmdet - INFO - Epoch [20][5600/7330] lr: 2.000e-03, eta: 1:44:02, time: 0.193, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0424, loss_cls: 0.1350, acc: 94.9624, loss_bbox: 0.1749, loss_mask: 0.2166, loss: 0.5836 2022-10-01 22:22:01,636 - mmdet - INFO - Epoch [20][5650/7330] lr: 2.000e-03, eta: 1:43:52, time: 0.191, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0438, loss_cls: 0.1421, acc: 94.8037, loss_bbox: 0.1797, loss_mask: 0.2194, loss: 0.6008 2022-10-01 22:22:11,708 - mmdet - INFO - Epoch [20][5700/7330] lr: 2.000e-03, eta: 1:43:42, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0442, loss_cls: 0.1426, acc: 94.7839, loss_bbox: 0.1802, loss_mask: 0.2150, loss: 0.5972 2022-10-01 22:22:21,537 - mmdet - INFO - Epoch [20][5750/7330] lr: 2.000e-03, eta: 1:43:31, time: 0.197, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0440, loss_cls: 0.1441, acc: 94.6121, loss_bbox: 0.1838, loss_mask: 0.2219, loss: 0.6092 2022-10-01 22:22:31,861 - mmdet - INFO - Epoch [20][5800/7330] lr: 2.000e-03, eta: 1:43:22, time: 0.206, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0465, loss_cls: 0.1488, acc: 94.4873, loss_bbox: 0.1874, loss_mask: 0.2262, loss: 0.6251 2022-10-01 22:22:41,918 - mmdet - INFO - Epoch [20][5850/7330] lr: 2.000e-03, eta: 1:43:12, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0469, loss_cls: 0.1496, acc: 94.4814, loss_bbox: 0.1877, loss_mask: 0.2187, loss: 0.6200 2022-10-01 22:22:51,858 - mmdet - INFO - Epoch [20][5900/7330] lr: 2.000e-03, eta: 1:43:01, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0450, loss_cls: 0.1440, acc: 94.7175, loss_bbox: 0.1793, loss_mask: 0.2143, loss: 0.5989 2022-10-01 22:23:01,805 - mmdet - INFO - Epoch [20][5950/7330] lr: 2.000e-03, eta: 1:42:51, time: 0.199, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0448, loss_cls: 0.1419, acc: 94.7310, loss_bbox: 0.1789, loss_mask: 0.2204, loss: 0.6027 2022-10-01 22:23:11,945 - mmdet - INFO - Epoch [20][6000/7330] lr: 2.000e-03, eta: 1:42:41, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0468, loss_cls: 0.1406, acc: 94.7793, loss_bbox: 0.1767, loss_mask: 0.2150, loss: 0.5964 2022-10-01 22:23:21,787 - mmdet - INFO - Epoch [20][6050/7330] lr: 2.000e-03, eta: 1:42:31, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0449, loss_cls: 0.1478, acc: 94.5396, loss_bbox: 0.1905, loss_mask: 0.2222, loss: 0.6220 2022-10-01 22:23:31,762 - mmdet - INFO - Epoch [20][6100/7330] lr: 2.000e-03, eta: 1:42:21, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0484, loss_cls: 0.1482, acc: 94.5544, loss_bbox: 0.1864, loss_mask: 0.2174, loss: 0.6173 2022-10-01 22:23:41,865 - mmdet - INFO - Epoch [20][6150/7330] lr: 2.000e-03, eta: 1:42:11, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0432, loss_cls: 0.1416, acc: 94.8193, loss_bbox: 0.1780, loss_mask: 0.2124, loss: 0.5912 2022-10-01 22:23:51,727 - mmdet - INFO - Epoch [20][6200/7330] lr: 2.000e-03, eta: 1:42:01, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0455, loss_cls: 0.1453, acc: 94.7109, loss_bbox: 0.1817, loss_mask: 0.2150, loss: 0.6034 2022-10-01 22:24:01,748 - mmdet - INFO - Epoch [20][6250/7330] lr: 2.000e-03, eta: 1:41:51, time: 0.200, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0474, loss_cls: 0.1459, acc: 94.5637, loss_bbox: 0.1898, loss_mask: 0.2270, loss: 0.6259 2022-10-01 22:24:11,642 - mmdet - INFO - Epoch [20][6300/7330] lr: 2.000e-03, eta: 1:41:41, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0444, loss_cls: 0.1450, acc: 94.6431, loss_bbox: 0.1821, loss_mask: 0.2167, loss: 0.6043 2022-10-01 22:24:21,372 - mmdet - INFO - Epoch [20][6350/7330] lr: 2.000e-03, eta: 1:41:30, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0440, loss_cls: 0.1398, acc: 94.8491, loss_bbox: 0.1784, loss_mask: 0.2100, loss: 0.5869 2022-10-01 22:24:31,570 - mmdet - INFO - Epoch [20][6400/7330] lr: 2.000e-03, eta: 1:41:20, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0462, loss_cls: 0.1456, acc: 94.6631, loss_bbox: 0.1854, loss_mask: 0.2161, loss: 0.6093 2022-10-01 22:24:41,521 - mmdet - INFO - Epoch [20][6450/7330] lr: 2.000e-03, eta: 1:41:10, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0457, loss_cls: 0.1461, acc: 94.6323, loss_bbox: 0.1820, loss_mask: 0.2181, loss: 0.6079 2022-10-01 22:24:51,681 - mmdet - INFO - Epoch [20][6500/7330] lr: 2.000e-03, eta: 1:41:00, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0463, loss_cls: 0.1473, acc: 94.4490, loss_bbox: 0.1905, loss_mask: 0.2234, loss: 0.6232 2022-10-01 22:25:01,752 - mmdet - INFO - Epoch [20][6550/7330] lr: 2.000e-03, eta: 1:40:50, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0471, loss_cls: 0.1487, acc: 94.5203, loss_bbox: 0.1885, loss_mask: 0.2219, loss: 0.6227 2022-10-01 22:25:11,842 - mmdet - INFO - Epoch [20][6600/7330] lr: 2.000e-03, eta: 1:40:40, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0460, loss_cls: 0.1475, acc: 94.5481, loss_bbox: 0.1890, loss_mask: 0.2236, loss: 0.6227 2022-10-01 22:25:21,968 - mmdet - INFO - Epoch [20][6650/7330] lr: 2.000e-03, eta: 1:40:30, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0456, loss_cls: 0.1442, acc: 94.6760, loss_bbox: 0.1790, loss_mask: 0.2164, loss: 0.6007 2022-10-01 22:25:32,038 - mmdet - INFO - Epoch [20][6700/7330] lr: 2.000e-03, eta: 1:40:20, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0444, loss_cls: 0.1403, acc: 94.8899, loss_bbox: 0.1721, loss_mask: 0.2099, loss: 0.5824 2022-10-01 22:25:41,818 - mmdet - INFO - Epoch [20][6750/7330] lr: 2.000e-03, eta: 1:40:10, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0442, loss_cls: 0.1424, acc: 94.7410, loss_bbox: 0.1808, loss_mask: 0.2148, loss: 0.5990 2022-10-01 22:25:51,586 - mmdet - INFO - Epoch [20][6800/7330] lr: 2.000e-03, eta: 1:40:00, time: 0.195, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0448, loss_cls: 0.1375, acc: 94.8159, loss_bbox: 0.1800, loss_mask: 0.2135, loss: 0.5910 2022-10-01 22:26:01,385 - mmdet - INFO - Epoch [20][6850/7330] lr: 2.000e-03, eta: 1:39:50, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0448, loss_cls: 0.1374, acc: 94.8579, loss_bbox: 0.1780, loss_mask: 0.2137, loss: 0.5897 2022-10-01 22:26:11,427 - mmdet - INFO - Epoch [20][6900/7330] lr: 2.000e-03, eta: 1:39:40, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0464, loss_cls: 0.1454, acc: 94.5339, loss_bbox: 0.1838, loss_mask: 0.2180, loss: 0.6095 2022-10-01 22:26:21,242 - mmdet - INFO - Epoch [20][6950/7330] lr: 2.000e-03, eta: 1:39:29, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0462, loss_cls: 0.1429, acc: 94.6897, loss_bbox: 0.1807, loss_mask: 0.2167, loss: 0.6023 2022-10-01 22:26:31,097 - mmdet - INFO - Epoch [20][7000/7330] lr: 2.000e-03, eta: 1:39:19, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0474, loss_cls: 0.1464, acc: 94.6150, loss_bbox: 0.1833, loss_mask: 0.2177, loss: 0.6112 2022-10-01 22:26:41,316 - mmdet - INFO - Epoch [20][7050/7330] lr: 2.000e-03, eta: 1:39:09, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0434, loss_cls: 0.1410, acc: 94.8213, loss_bbox: 0.1776, loss_mask: 0.2162, loss: 0.5933 2022-10-01 22:26:51,181 - mmdet - INFO - Epoch [20][7100/7330] lr: 2.000e-03, eta: 1:38:59, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0441, loss_cls: 0.1435, acc: 94.6780, loss_bbox: 0.1829, loss_mask: 0.2207, loss: 0.6064 2022-10-01 22:27:01,207 - mmdet - INFO - Epoch [20][7150/7330] lr: 2.000e-03, eta: 1:38:49, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0469, loss_cls: 0.1487, acc: 94.6008, loss_bbox: 0.1871, loss_mask: 0.2156, loss: 0.6145 2022-10-01 22:27:11,091 - mmdet - INFO - Epoch [20][7200/7330] lr: 2.000e-03, eta: 1:38:39, time: 0.198, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0430, loss_cls: 0.1402, acc: 94.9014, loss_bbox: 0.1742, loss_mask: 0.2150, loss: 0.5878 2022-10-01 22:27:21,310 - mmdet - INFO - Epoch [20][7250/7330] lr: 2.000e-03, eta: 1:38:29, time: 0.204, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0453, loss_cls: 0.1395, acc: 94.8582, loss_bbox: 0.1795, loss_mask: 0.2154, loss: 0.5955 2022-10-01 22:27:31,545 - mmdet - INFO - Epoch [20][7300/7330] lr: 2.000e-03, eta: 1:38:19, time: 0.205, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0469, loss_cls: 0.1478, acc: 94.5422, loss_bbox: 0.1875, loss_mask: 0.2224, loss: 0.6208 2022-10-01 22:27:37,673 - mmdet - INFO - Saving checkpoint at 20 epochs 2022-10-01 22:28:15,059 - mmdet - INFO - Evaluating bbox... 2022-10-01 22:28:40,523 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.395 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.591 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.433 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.219 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.426 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.526 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.308 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.681 2022-10-01 22:28:40,524 - mmdet - INFO - Evaluating segm... 2022-10-01 22:29:07,431 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.559 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.376 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.162 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.378 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.517 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.625 2022-10-01 22:29:07,759 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:29:07,760 - mmdet - INFO - Epoch(val) [20][625] bbox_mAP: 0.3950, bbox_mAP_50: 0.5910, bbox_mAP_75: 0.4330, bbox_mAP_s: 0.2190, bbox_mAP_m: 0.4260, bbox_mAP_l: 0.5260, bbox_mAP_copypaste: 0.395 0.591 0.433 0.219 0.426 0.526, segm_mAP: 0.3520, segm_mAP_50: 0.5590, segm_mAP_75: 0.3760, segm_mAP_s: 0.1620, segm_mAP_m: 0.3780, segm_mAP_l: 0.5170, segm_mAP_copypaste: 0.352 0.559 0.376 0.162 0.378 0.517 2022-10-01 22:29:21,446 - mmdet - INFO - Epoch [21][50/7330] lr: 2.000e-03, eta: 1:38:02, time: 0.273, data_time: 0.095, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0427, loss_cls: 0.1342, acc: 95.0647, loss_bbox: 0.1759, loss_mask: 0.2153, loss: 0.5818 2022-10-01 22:29:32,262 - mmdet - INFO - Epoch [21][100/7330] lr: 2.000e-03, eta: 1:37:52, time: 0.216, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0466, loss_cls: 0.1424, acc: 94.6885, loss_bbox: 0.1826, loss_mask: 0.2136, loss: 0.6013 2022-10-01 22:29:42,751 - mmdet - INFO - Epoch [21][150/7330] lr: 2.000e-03, eta: 1:37:42, time: 0.210, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0442, loss_cls: 0.1426, acc: 94.6807, loss_bbox: 0.1828, loss_mask: 0.2167, loss: 0.6022 2022-10-01 22:29:53,159 - mmdet - INFO - Epoch [21][200/7330] lr: 2.000e-03, eta: 1:37:32, time: 0.208, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0459, loss_cls: 0.1428, acc: 94.6370, loss_bbox: 0.1863, loss_mask: 0.2156, loss: 0.6061 2022-10-01 22:30:03,368 - mmdet - INFO - Epoch [21][250/7330] lr: 2.000e-03, eta: 1:37:22, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0444, loss_cls: 0.1408, acc: 94.7966, loss_bbox: 0.1795, loss_mask: 0.2187, loss: 0.5992 2022-10-01 22:30:13,363 - mmdet - INFO - Epoch [21][300/7330] lr: 2.000e-03, eta: 1:37:12, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0445, loss_cls: 0.1394, acc: 94.8235, loss_bbox: 0.1776, loss_mask: 0.2169, loss: 0.5934 2022-10-01 22:30:23,115 - mmdet - INFO - Epoch [21][350/7330] lr: 2.000e-03, eta: 1:37:02, time: 0.195, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0439, loss_cls: 0.1395, acc: 94.8105, loss_bbox: 0.1796, loss_mask: 0.2164, loss: 0.5938 2022-10-01 22:30:33,431 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:30:33,431 - mmdet - INFO - Epoch [21][400/7330] lr: 2.000e-03, eta: 1:36:52, time: 0.206, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0451, loss_cls: 0.1392, acc: 94.7996, loss_bbox: 0.1808, loss_mask: 0.2167, loss: 0.5970 2022-10-01 22:30:43,109 - mmdet - INFO - Epoch [21][450/7330] lr: 2.000e-03, eta: 1:36:42, time: 0.194, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0445, loss_cls: 0.1416, acc: 94.7905, loss_bbox: 0.1802, loss_mask: 0.2155, loss: 0.5980 2022-10-01 22:30:53,234 - mmdet - INFO - Epoch [21][500/7330] lr: 2.000e-03, eta: 1:36:32, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0443, loss_cls: 0.1429, acc: 94.7134, loss_bbox: 0.1849, loss_mask: 0.2175, loss: 0.6055 2022-10-01 22:31:03,809 - mmdet - INFO - Epoch [21][550/7330] lr: 2.000e-03, eta: 1:36:22, time: 0.211, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0454, loss_cls: 0.1413, acc: 94.7590, loss_bbox: 0.1798, loss_mask: 0.2127, loss: 0.5943 2022-10-01 22:31:13,965 - mmdet - INFO - Epoch [21][600/7330] lr: 2.000e-03, eta: 1:36:12, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0438, loss_cls: 0.1370, acc: 94.8882, loss_bbox: 0.1776, loss_mask: 0.2145, loss: 0.5887 2022-10-01 22:31:24,187 - mmdet - INFO - Epoch [21][650/7330] lr: 2.000e-03, eta: 1:36:02, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0441, loss_cls: 0.1393, acc: 94.8652, loss_bbox: 0.1751, loss_mask: 0.2136, loss: 0.5872 2022-10-01 22:31:34,789 - mmdet - INFO - Epoch [21][700/7330] lr: 2.000e-03, eta: 1:35:52, time: 0.212, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0465, loss_cls: 0.1460, acc: 94.6663, loss_bbox: 0.1844, loss_mask: 0.2159, loss: 0.6079 2022-10-01 22:31:45,122 - mmdet - INFO - Epoch [21][750/7330] lr: 2.000e-03, eta: 1:35:43, time: 0.207, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0439, loss_cls: 0.1425, acc: 94.7180, loss_bbox: 0.1779, loss_mask: 0.2153, loss: 0.5952 2022-10-01 22:31:55,232 - mmdet - INFO - Epoch [21][800/7330] lr: 2.000e-03, eta: 1:35:33, time: 0.202, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0449, loss_cls: 0.1348, acc: 95.0261, loss_bbox: 0.1710, loss_mask: 0.2128, loss: 0.5783 2022-10-01 22:32:05,537 - mmdet - INFO - Epoch [21][850/7330] lr: 2.000e-03, eta: 1:35:23, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0439, loss_cls: 0.1329, acc: 95.1123, loss_bbox: 0.1704, loss_mask: 0.2092, loss: 0.5708 2022-10-01 22:32:16,021 - mmdet - INFO - Epoch [21][900/7330] lr: 2.000e-03, eta: 1:35:13, time: 0.210, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0493, loss_cls: 0.1417, acc: 94.7517, loss_bbox: 0.1788, loss_mask: 0.2140, loss: 0.6008 2022-10-01 22:32:26,181 - mmdet - INFO - Epoch [21][950/7330] lr: 2.000e-03, eta: 1:35:03, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0452, loss_cls: 0.1418, acc: 94.8141, loss_bbox: 0.1784, loss_mask: 0.2132, loss: 0.5945 2022-10-01 22:32:36,489 - mmdet - INFO - Epoch [21][1000/7330] lr: 2.000e-03, eta: 1:34:53, time: 0.206, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0471, loss_cls: 0.1440, acc: 94.6416, loss_bbox: 0.1833, loss_mask: 0.2151, loss: 0.6046 2022-10-01 22:32:46,620 - mmdet - INFO - Epoch [21][1050/7330] lr: 2.000e-03, eta: 1:34:43, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0470, loss_cls: 0.1436, acc: 94.6755, loss_bbox: 0.1800, loss_mask: 0.2177, loss: 0.6035 2022-10-01 22:32:56,668 - mmdet - INFO - Epoch [21][1100/7330] lr: 2.000e-03, eta: 1:34:33, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0463, loss_cls: 0.1419, acc: 94.7781, loss_bbox: 0.1810, loss_mask: 0.2147, loss: 0.5994 2022-10-01 22:33:06,559 - mmdet - INFO - Epoch [21][1150/7330] lr: 2.000e-03, eta: 1:34:23, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0433, loss_cls: 0.1343, acc: 94.9941, loss_bbox: 0.1768, loss_mask: 0.2113, loss: 0.5795 2022-10-01 22:33:16,817 - mmdet - INFO - Epoch [21][1200/7330] lr: 2.000e-03, eta: 1:34:13, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0461, loss_cls: 0.1441, acc: 94.5847, loss_bbox: 0.1838, loss_mask: 0.2168, loss: 0.6061 2022-10-01 22:33:26,506 - mmdet - INFO - Epoch [21][1250/7330] lr: 2.000e-03, eta: 1:34:02, time: 0.194, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0444, loss_cls: 0.1366, acc: 94.9880, loss_bbox: 0.1779, loss_mask: 0.2140, loss: 0.5873 2022-10-01 22:33:36,223 - mmdet - INFO - Epoch [21][1300/7330] lr: 2.000e-03, eta: 1:33:52, time: 0.194, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0427, loss_cls: 0.1359, acc: 94.9106, loss_bbox: 0.1775, loss_mask: 0.2141, loss: 0.5839 2022-10-01 22:33:46,335 - mmdet - INFO - Epoch [21][1350/7330] lr: 2.000e-03, eta: 1:33:42, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0450, loss_cls: 0.1405, acc: 94.7466, loss_bbox: 0.1793, loss_mask: 0.2151, loss: 0.5956 2022-10-01 22:33:56,195 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:33:56,195 - mmdet - INFO - Epoch [21][1400/7330] lr: 2.000e-03, eta: 1:33:32, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0410, loss_cls: 0.1319, acc: 95.1245, loss_bbox: 0.1735, loss_mask: 0.2141, loss: 0.5750 2022-10-01 22:34:06,596 - mmdet - INFO - Epoch [21][1450/7330] lr: 2.000e-03, eta: 1:33:22, time: 0.208, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0458, loss_cls: 0.1431, acc: 94.6921, loss_bbox: 0.1830, loss_mask: 0.2180, loss: 0.6055 2022-10-01 22:34:16,544 - mmdet - INFO - Epoch [21][1500/7330] lr: 2.000e-03, eta: 1:33:12, time: 0.199, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0447, loss_cls: 0.1408, acc: 94.7729, loss_bbox: 0.1786, loss_mask: 0.2155, loss: 0.5947 2022-10-01 22:34:26,261 - mmdet - INFO - Epoch [21][1550/7330] lr: 2.000e-03, eta: 1:33:02, time: 0.194, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0450, loss_cls: 0.1334, acc: 95.0815, loss_bbox: 0.1733, loss_mask: 0.2098, loss: 0.5755 2022-10-01 22:34:36,406 - mmdet - INFO - Epoch [21][1600/7330] lr: 2.000e-03, eta: 1:32:52, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0460, loss_cls: 0.1398, acc: 94.7932, loss_bbox: 0.1799, loss_mask: 0.2150, loss: 0.5957 2022-10-01 22:34:46,676 - mmdet - INFO - Epoch [21][1650/7330] lr: 2.000e-03, eta: 1:32:42, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0439, loss_cls: 0.1396, acc: 94.8240, loss_bbox: 0.1798, loss_mask: 0.2158, loss: 0.5941 2022-10-01 22:34:56,807 - mmdet - INFO - Epoch [21][1700/7330] lr: 2.000e-03, eta: 1:32:32, time: 0.203, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0435, loss_cls: 0.1361, acc: 94.9138, loss_bbox: 0.1783, loss_mask: 0.2168, loss: 0.5899 2022-10-01 22:35:06,749 - mmdet - INFO - Epoch [21][1750/7330] lr: 2.000e-03, eta: 1:32:22, time: 0.199, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0446, loss_cls: 0.1407, acc: 94.8127, loss_bbox: 0.1820, loss_mask: 0.2167, loss: 0.5997 2022-10-01 22:35:16,866 - mmdet - INFO - Epoch [21][1800/7330] lr: 2.000e-03, eta: 1:32:12, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0441, loss_cls: 0.1434, acc: 94.6699, loss_bbox: 0.1835, loss_mask: 0.2180, loss: 0.6037 2022-10-01 22:35:26,784 - mmdet - INFO - Epoch [21][1850/7330] lr: 2.000e-03, eta: 1:32:02, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0446, loss_cls: 0.1392, acc: 94.8433, loss_bbox: 0.1791, loss_mask: 0.2120, loss: 0.5909 2022-10-01 22:35:36,885 - mmdet - INFO - Epoch [21][1900/7330] lr: 2.000e-03, eta: 1:31:52, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0433, loss_cls: 0.1381, acc: 94.8882, loss_bbox: 0.1743, loss_mask: 0.2165, loss: 0.5884 2022-10-01 22:35:47,176 - mmdet - INFO - Epoch [21][1950/7330] lr: 2.000e-03, eta: 1:31:42, time: 0.206, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0466, loss_cls: 0.1409, acc: 94.7075, loss_bbox: 0.1826, loss_mask: 0.2171, loss: 0.6025 2022-10-01 22:35:57,617 - mmdet - INFO - Epoch [21][2000/7330] lr: 2.000e-03, eta: 1:31:32, time: 0.209, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0472, loss_cls: 0.1457, acc: 94.5977, loss_bbox: 0.1812, loss_mask: 0.2165, loss: 0.6078 2022-10-01 22:36:07,491 - mmdet - INFO - Epoch [21][2050/7330] lr: 2.000e-03, eta: 1:31:22, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0436, loss_cls: 0.1372, acc: 94.9268, loss_bbox: 0.1749, loss_mask: 0.2125, loss: 0.5826 2022-10-01 22:36:17,482 - mmdet - INFO - Epoch [21][2100/7330] lr: 2.000e-03, eta: 1:31:12, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0435, loss_cls: 0.1383, acc: 94.8787, loss_bbox: 0.1813, loss_mask: 0.2175, loss: 0.5963 2022-10-01 22:36:27,375 - mmdet - INFO - Epoch [21][2150/7330] lr: 2.000e-03, eta: 1:31:01, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0449, loss_cls: 0.1412, acc: 94.7200, loss_bbox: 0.1793, loss_mask: 0.2146, loss: 0.5953 2022-10-01 22:36:37,624 - mmdet - INFO - Epoch [21][2200/7330] lr: 2.000e-03, eta: 1:30:52, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0461, loss_cls: 0.1422, acc: 94.6365, loss_bbox: 0.1821, loss_mask: 0.2212, loss: 0.6068 2022-10-01 22:36:47,786 - mmdet - INFO - Epoch [21][2250/7330] lr: 2.000e-03, eta: 1:30:42, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0450, loss_cls: 0.1389, acc: 94.8762, loss_bbox: 0.1764, loss_mask: 0.2167, loss: 0.5929 2022-10-01 22:36:57,605 - mmdet - INFO - Epoch [21][2300/7330] lr: 2.000e-03, eta: 1:30:31, time: 0.196, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0434, loss_cls: 0.1416, acc: 94.7375, loss_bbox: 0.1823, loss_mask: 0.2158, loss: 0.5980 2022-10-01 22:37:07,485 - mmdet - INFO - Epoch [21][2350/7330] lr: 2.000e-03, eta: 1:30:21, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0432, loss_cls: 0.1442, acc: 94.6794, loss_bbox: 0.1789, loss_mask: 0.2138, loss: 0.5960 2022-10-01 22:37:17,804 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:37:17,804 - mmdet - INFO - Epoch [21][2400/7330] lr: 2.000e-03, eta: 1:30:11, time: 0.206, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0475, loss_cls: 0.1445, acc: 94.6035, loss_bbox: 0.1879, loss_mask: 0.2176, loss: 0.6132 2022-10-01 22:37:27,940 - mmdet - INFO - Epoch [21][2450/7330] lr: 2.000e-03, eta: 1:30:01, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0449, loss_cls: 0.1453, acc: 94.6030, loss_bbox: 0.1833, loss_mask: 0.2152, loss: 0.6042 2022-10-01 22:37:38,098 - mmdet - INFO - Epoch [21][2500/7330] lr: 2.000e-03, eta: 1:29:51, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0435, loss_cls: 0.1411, acc: 94.8188, loss_bbox: 0.1752, loss_mask: 0.2161, loss: 0.5906 2022-10-01 22:37:48,233 - mmdet - INFO - Epoch [21][2550/7330] lr: 2.000e-03, eta: 1:29:41, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0453, loss_cls: 0.1379, acc: 94.8416, loss_bbox: 0.1753, loss_mask: 0.2163, loss: 0.5903 2022-10-01 22:37:58,353 - mmdet - INFO - Epoch [21][2600/7330] lr: 2.000e-03, eta: 1:29:31, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0468, loss_cls: 0.1436, acc: 94.6460, loss_bbox: 0.1842, loss_mask: 0.2186, loss: 0.6084 2022-10-01 22:38:08,443 - mmdet - INFO - Epoch [21][2650/7330] lr: 2.000e-03, eta: 1:29:21, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0441, loss_cls: 0.1379, acc: 95.0051, loss_bbox: 0.1759, loss_mask: 0.2118, loss: 0.5842 2022-10-01 22:38:18,275 - mmdet - INFO - Epoch [21][2700/7330] lr: 2.000e-03, eta: 1:29:11, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0438, loss_cls: 0.1422, acc: 94.7061, loss_bbox: 0.1839, loss_mask: 0.2225, loss: 0.6077 2022-10-01 22:38:28,349 - mmdet - INFO - Epoch [21][2750/7330] lr: 2.000e-03, eta: 1:29:01, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0439, loss_cls: 0.1445, acc: 94.6467, loss_bbox: 0.1864, loss_mask: 0.2190, loss: 0.6089 2022-10-01 22:38:38,552 - mmdet - INFO - Epoch [21][2800/7330] lr: 2.000e-03, eta: 1:28:51, time: 0.204, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0435, loss_cls: 0.1392, acc: 94.8274, loss_bbox: 0.1792, loss_mask: 0.2100, loss: 0.5865 2022-10-01 22:38:48,489 - mmdet - INFO - Epoch [21][2850/7330] lr: 2.000e-03, eta: 1:28:41, time: 0.199, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0445, loss_cls: 0.1400, acc: 94.8179, loss_bbox: 0.1814, loss_mask: 0.2173, loss: 0.5980 2022-10-01 22:38:58,575 - mmdet - INFO - Epoch [21][2900/7330] lr: 2.000e-03, eta: 1:28:31, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0463, loss_cls: 0.1446, acc: 94.5940, loss_bbox: 0.1861, loss_mask: 0.2166, loss: 0.6098 2022-10-01 22:39:08,739 - mmdet - INFO - Epoch [21][2950/7330] lr: 2.000e-03, eta: 1:28:21, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0471, loss_cls: 0.1419, acc: 94.6465, loss_bbox: 0.1825, loss_mask: 0.2204, loss: 0.6075 2022-10-01 22:39:18,759 - mmdet - INFO - Epoch [21][3000/7330] lr: 2.000e-03, eta: 1:28:11, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0446, loss_cls: 0.1425, acc: 94.7654, loss_bbox: 0.1817, loss_mask: 0.2156, loss: 0.5994 2022-10-01 22:39:28,520 - mmdet - INFO - Epoch [21][3050/7330] lr: 2.000e-03, eta: 1:28:01, time: 0.195, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0429, loss_cls: 0.1318, acc: 95.0496, loss_bbox: 0.1756, loss_mask: 0.2112, loss: 0.5749 2022-10-01 22:39:38,680 - mmdet - INFO - Epoch [21][3100/7330] lr: 2.000e-03, eta: 1:27:51, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0436, loss_cls: 0.1417, acc: 94.7407, loss_bbox: 0.1801, loss_mask: 0.2205, loss: 0.6003 2022-10-01 22:39:49,017 - mmdet - INFO - Epoch [21][3150/7330] lr: 2.000e-03, eta: 1:27:41, time: 0.207, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0468, loss_cls: 0.1498, acc: 94.5017, loss_bbox: 0.1898, loss_mask: 0.2185, loss: 0.6211 2022-10-01 22:39:58,927 - mmdet - INFO - Epoch [21][3200/7330] lr: 2.000e-03, eta: 1:27:31, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0467, loss_cls: 0.1399, acc: 94.8616, loss_bbox: 0.1838, loss_mask: 0.2202, loss: 0.6055 2022-10-01 22:40:08,869 - mmdet - INFO - Epoch [21][3250/7330] lr: 2.000e-03, eta: 1:27:21, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0430, loss_cls: 0.1299, acc: 95.1118, loss_bbox: 0.1729, loss_mask: 0.2114, loss: 0.5720 2022-10-01 22:40:18,868 - mmdet - INFO - Epoch [21][3300/7330] lr: 2.000e-03, eta: 1:27:10, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0449, loss_cls: 0.1394, acc: 94.8237, loss_bbox: 0.1786, loss_mask: 0.2122, loss: 0.5900 2022-10-01 22:40:29,118 - mmdet - INFO - Epoch [21][3350/7330] lr: 2.000e-03, eta: 1:27:00, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0471, loss_cls: 0.1400, acc: 94.8391, loss_bbox: 0.1789, loss_mask: 0.2136, loss: 0.5951 2022-10-01 22:40:39,220 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:40:39,221 - mmdet - INFO - Epoch [21][3400/7330] lr: 2.000e-03, eta: 1:26:50, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0461, loss_cls: 0.1438, acc: 94.6213, loss_bbox: 0.1870, loss_mask: 0.2192, loss: 0.6111 2022-10-01 22:40:49,022 - mmdet - INFO - Epoch [21][3450/7330] lr: 2.000e-03, eta: 1:26:40, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0450, loss_cls: 0.1431, acc: 94.7695, loss_bbox: 0.1808, loss_mask: 0.2177, loss: 0.6015 2022-10-01 22:40:59,208 - mmdet - INFO - Epoch [21][3500/7330] lr: 2.000e-03, eta: 1:26:30, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0453, loss_cls: 0.1446, acc: 94.7097, loss_bbox: 0.1855, loss_mask: 0.2164, loss: 0.6076 2022-10-01 22:41:09,549 - mmdet - INFO - Epoch [21][3550/7330] lr: 2.000e-03, eta: 1:26:20, time: 0.207, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0449, loss_cls: 0.1426, acc: 94.6797, loss_bbox: 0.1809, loss_mask: 0.2152, loss: 0.5990 2022-10-01 22:41:19,626 - mmdet - INFO - Epoch [21][3600/7330] lr: 2.000e-03, eta: 1:26:10, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0459, loss_cls: 0.1422, acc: 94.6860, loss_bbox: 0.1810, loss_mask: 0.2140, loss: 0.5994 2022-10-01 22:41:29,751 - mmdet - INFO - Epoch [21][3650/7330] lr: 2.000e-03, eta: 1:26:00, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0462, loss_cls: 0.1420, acc: 94.7375, loss_bbox: 0.1822, loss_mask: 0.2149, loss: 0.6010 2022-10-01 22:41:39,466 - mmdet - INFO - Epoch [21][3700/7330] lr: 2.000e-03, eta: 1:25:50, time: 0.194, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0450, loss_cls: 0.1401, acc: 94.8105, loss_bbox: 0.1795, loss_mask: 0.2147, loss: 0.5945 2022-10-01 22:41:49,574 - mmdet - INFO - Epoch [21][3750/7330] lr: 2.000e-03, eta: 1:25:40, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0456, loss_cls: 0.1397, acc: 94.8743, loss_bbox: 0.1774, loss_mask: 0.2146, loss: 0.5935 2022-10-01 22:41:59,426 - mmdet - INFO - Epoch [21][3800/7330] lr: 2.000e-03, eta: 1:25:30, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0449, loss_cls: 0.1374, acc: 94.9438, loss_bbox: 0.1721, loss_mask: 0.2147, loss: 0.5840 2022-10-01 22:42:09,574 - mmdet - INFO - Epoch [21][3850/7330] lr: 2.000e-03, eta: 1:25:20, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0464, loss_cls: 0.1426, acc: 94.7651, loss_bbox: 0.1835, loss_mask: 0.2205, loss: 0.6083 2022-10-01 22:42:19,638 - mmdet - INFO - Epoch [21][3900/7330] lr: 2.000e-03, eta: 1:25:10, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0445, loss_cls: 0.1352, acc: 95.0808, loss_bbox: 0.1716, loss_mask: 0.2103, loss: 0.5760 2022-10-01 22:42:29,902 - mmdet - INFO - Epoch [21][3950/7330] lr: 2.000e-03, eta: 1:25:00, time: 0.205, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0440, loss_cls: 0.1437, acc: 94.6741, loss_bbox: 0.1849, loss_mask: 0.2176, loss: 0.6058 2022-10-01 22:42:39,761 - mmdet - INFO - Epoch [21][4000/7330] lr: 2.000e-03, eta: 1:24:50, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0440, loss_cls: 0.1364, acc: 94.9133, loss_bbox: 0.1789, loss_mask: 0.2157, loss: 0.5906 2022-10-01 22:42:49,691 - mmdet - INFO - Epoch [21][4050/7330] lr: 2.000e-03, eta: 1:24:40, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0457, loss_cls: 0.1391, acc: 94.7764, loss_bbox: 0.1774, loss_mask: 0.2127, loss: 0.5904 2022-10-01 22:42:59,739 - mmdet - INFO - Epoch [21][4100/7330] lr: 2.000e-03, eta: 1:24:30, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0438, loss_cls: 0.1389, acc: 94.8359, loss_bbox: 0.1772, loss_mask: 0.2175, loss: 0.5915 2022-10-01 22:43:09,620 - mmdet - INFO - Epoch [21][4150/7330] lr: 2.000e-03, eta: 1:24:19, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0446, loss_cls: 0.1393, acc: 94.8257, loss_bbox: 0.1859, loss_mask: 0.2171, loss: 0.6014 2022-10-01 22:43:19,615 - mmdet - INFO - Epoch [21][4200/7330] lr: 2.000e-03, eta: 1:24:09, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0424, loss_cls: 0.1423, acc: 94.7051, loss_bbox: 0.1796, loss_mask: 0.2143, loss: 0.5938 2022-10-01 22:43:30,012 - mmdet - INFO - Epoch [21][4250/7330] lr: 2.000e-03, eta: 1:24:00, time: 0.208, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0453, loss_cls: 0.1435, acc: 94.5918, loss_bbox: 0.1836, loss_mask: 0.2156, loss: 0.6041 2022-10-01 22:43:40,065 - mmdet - INFO - Epoch [21][4300/7330] lr: 2.000e-03, eta: 1:23:49, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0450, loss_cls: 0.1374, acc: 94.9954, loss_bbox: 0.1710, loss_mask: 0.2113, loss: 0.5804 2022-10-01 22:43:49,801 - mmdet - INFO - Epoch [21][4350/7330] lr: 2.000e-03, eta: 1:23:39, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0443, loss_cls: 0.1367, acc: 94.9482, loss_bbox: 0.1793, loss_mask: 0.2129, loss: 0.5889 2022-10-01 22:43:59,729 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:43:59,730 - mmdet - INFO - Epoch [21][4400/7330] lr: 2.000e-03, eta: 1:23:29, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0435, loss_cls: 0.1409, acc: 94.7986, loss_bbox: 0.1806, loss_mask: 0.2192, loss: 0.5998 2022-10-01 22:44:09,414 - mmdet - INFO - Epoch [21][4450/7330] lr: 2.000e-03, eta: 1:23:19, time: 0.194, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0437, loss_cls: 0.1379, acc: 94.9141, loss_bbox: 0.1767, loss_mask: 0.2117, loss: 0.5845 2022-10-01 22:44:19,200 - mmdet - INFO - Epoch [21][4500/7330] lr: 2.000e-03, eta: 1:23:09, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0439, loss_cls: 0.1371, acc: 94.9058, loss_bbox: 0.1762, loss_mask: 0.2144, loss: 0.5860 2022-10-01 22:44:29,461 - mmdet - INFO - Epoch [21][4550/7330] lr: 2.000e-03, eta: 1:22:59, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0451, loss_cls: 0.1401, acc: 94.7605, loss_bbox: 0.1807, loss_mask: 0.2119, loss: 0.5941 2022-10-01 22:44:39,429 - mmdet - INFO - Epoch [21][4600/7330] lr: 2.000e-03, eta: 1:22:49, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0433, loss_cls: 0.1397, acc: 94.8462, loss_bbox: 0.1790, loss_mask: 0.2144, loss: 0.5916 2022-10-01 22:44:49,261 - mmdet - INFO - Epoch [21][4650/7330] lr: 2.000e-03, eta: 1:22:39, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0439, loss_cls: 0.1394, acc: 94.9070, loss_bbox: 0.1753, loss_mask: 0.2133, loss: 0.5866 2022-10-01 22:44:59,311 - mmdet - INFO - Epoch [21][4700/7330] lr: 2.000e-03, eta: 1:22:29, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0439, loss_cls: 0.1365, acc: 94.9431, loss_bbox: 0.1756, loss_mask: 0.2174, loss: 0.5887 2022-10-01 22:45:09,574 - mmdet - INFO - Epoch [21][4750/7330] lr: 2.000e-03, eta: 1:22:19, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0453, loss_cls: 0.1454, acc: 94.5979, loss_bbox: 0.1846, loss_mask: 0.2179, loss: 0.6098 2022-10-01 22:45:19,735 - mmdet - INFO - Epoch [21][4800/7330] lr: 2.000e-03, eta: 1:22:09, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0431, loss_cls: 0.1330, acc: 95.0847, loss_bbox: 0.1718, loss_mask: 0.2102, loss: 0.5718 2022-10-01 22:45:29,917 - mmdet - INFO - Epoch [21][4850/7330] lr: 2.000e-03, eta: 1:21:59, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0477, loss_cls: 0.1428, acc: 94.8630, loss_bbox: 0.1825, loss_mask: 0.2146, loss: 0.6030 2022-10-01 22:45:39,917 - mmdet - INFO - Epoch [21][4900/7330] lr: 2.000e-03, eta: 1:21:49, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0457, loss_cls: 0.1449, acc: 94.5591, loss_bbox: 0.1848, loss_mask: 0.2215, loss: 0.6126 2022-10-01 22:45:49,874 - mmdet - INFO - Epoch [21][4950/7330] lr: 2.000e-03, eta: 1:21:38, time: 0.199, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0462, loss_cls: 0.1442, acc: 94.6687, loss_bbox: 0.1839, loss_mask: 0.2223, loss: 0.6115 2022-10-01 22:46:00,262 - mmdet - INFO - Epoch [21][5000/7330] lr: 2.000e-03, eta: 1:21:29, time: 0.208, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0442, loss_cls: 0.1406, acc: 94.7900, loss_bbox: 0.1787, loss_mask: 0.2096, loss: 0.5887 2022-10-01 22:46:10,219 - mmdet - INFO - Epoch [21][5050/7330] lr: 2.000e-03, eta: 1:21:18, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0424, loss_cls: 0.1340, acc: 95.0254, loss_bbox: 0.1740, loss_mask: 0.2137, loss: 0.5792 2022-10-01 22:46:20,183 - mmdet - INFO - Epoch [21][5100/7330] lr: 2.000e-03, eta: 1:21:08, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0431, loss_cls: 0.1427, acc: 94.7300, loss_bbox: 0.1843, loss_mask: 0.2178, loss: 0.6028 2022-10-01 22:46:30,514 - mmdet - INFO - Epoch [21][5150/7330] lr: 2.000e-03, eta: 1:20:58, time: 0.207, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0466, loss_cls: 0.1472, acc: 94.5427, loss_bbox: 0.1887, loss_mask: 0.2198, loss: 0.6182 2022-10-01 22:46:40,604 - mmdet - INFO - Epoch [21][5200/7330] lr: 2.000e-03, eta: 1:20:48, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0447, loss_cls: 0.1366, acc: 94.9475, loss_bbox: 0.1742, loss_mask: 0.2098, loss: 0.5799 2022-10-01 22:46:50,832 - mmdet - INFO - Epoch [21][5250/7330] lr: 2.000e-03, eta: 1:20:38, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0466, loss_cls: 0.1482, acc: 94.5183, loss_bbox: 0.1905, loss_mask: 0.2217, loss: 0.6236 2022-10-01 22:47:00,796 - mmdet - INFO - Epoch [21][5300/7330] lr: 2.000e-03, eta: 1:20:28, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0448, loss_cls: 0.1401, acc: 94.8213, loss_bbox: 0.1816, loss_mask: 0.2138, loss: 0.5942 2022-10-01 22:47:10,824 - mmdet - INFO - Epoch [21][5350/7330] lr: 2.000e-03, eta: 1:20:18, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0460, loss_cls: 0.1438, acc: 94.6304, loss_bbox: 0.1842, loss_mask: 0.2182, loss: 0.6079 2022-10-01 22:47:20,709 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:47:20,710 - mmdet - INFO - Epoch [21][5400/7330] lr: 2.000e-03, eta: 1:20:08, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0442, loss_cls: 0.1413, acc: 94.7205, loss_bbox: 0.1843, loss_mask: 0.2190, loss: 0.6044 2022-10-01 22:47:31,237 - mmdet - INFO - Epoch [21][5450/7330] lr: 2.000e-03, eta: 1:19:58, time: 0.211, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0435, loss_cls: 0.1426, acc: 94.7468, loss_bbox: 0.1826, loss_mask: 0.2185, loss: 0.6025 2022-10-01 22:47:41,029 - mmdet - INFO - Epoch [21][5500/7330] lr: 2.000e-03, eta: 1:19:48, time: 0.196, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0440, loss_cls: 0.1323, acc: 95.0913, loss_bbox: 0.1747, loss_mask: 0.2139, loss: 0.5789 2022-10-01 22:47:51,123 - mmdet - INFO - Epoch [21][5550/7330] lr: 2.000e-03, eta: 1:19:38, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0449, loss_cls: 0.1467, acc: 94.6328, loss_bbox: 0.1824, loss_mask: 0.2209, loss: 0.6105 2022-10-01 22:48:01,119 - mmdet - INFO - Epoch [21][5600/7330] lr: 2.000e-03, eta: 1:19:28, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0446, loss_cls: 0.1412, acc: 94.8037, loss_bbox: 0.1799, loss_mask: 0.2128, loss: 0.5939 2022-10-01 22:48:10,819 - mmdet - INFO - Epoch [21][5650/7330] lr: 2.000e-03, eta: 1:19:18, time: 0.194, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0448, loss_cls: 0.1450, acc: 94.5923, loss_bbox: 0.1819, loss_mask: 0.2146, loss: 0.6014 2022-10-01 22:48:21,030 - mmdet - INFO - Epoch [21][5700/7330] lr: 2.000e-03, eta: 1:19:08, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0416, loss_cls: 0.1426, acc: 94.7187, loss_bbox: 0.1831, loss_mask: 0.2146, loss: 0.5969 2022-10-01 22:48:31,519 - mmdet - INFO - Epoch [21][5750/7330] lr: 2.000e-03, eta: 1:18:58, time: 0.210, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0456, loss_cls: 0.1444, acc: 94.6704, loss_bbox: 0.1861, loss_mask: 0.2155, loss: 0.6083 2022-10-01 22:48:41,684 - mmdet - INFO - Epoch [21][5800/7330] lr: 2.000e-03, eta: 1:18:48, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0449, loss_cls: 0.1433, acc: 94.6948, loss_bbox: 0.1831, loss_mask: 0.2168, loss: 0.6046 2022-10-01 22:48:51,612 - mmdet - INFO - Epoch [21][5850/7330] lr: 2.000e-03, eta: 1:18:38, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0466, loss_cls: 0.1427, acc: 94.6919, loss_bbox: 0.1808, loss_mask: 0.2123, loss: 0.5972 2022-10-01 22:49:01,702 - mmdet - INFO - Epoch [21][5900/7330] lr: 2.000e-03, eta: 1:18:28, time: 0.202, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0478, loss_cls: 0.1459, acc: 94.6206, loss_bbox: 0.1865, loss_mask: 0.2179, loss: 0.6141 2022-10-01 22:49:11,672 - mmdet - INFO - Epoch [21][5950/7330] lr: 2.000e-03, eta: 1:18:18, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0467, loss_cls: 0.1420, acc: 94.6980, loss_bbox: 0.1832, loss_mask: 0.2164, loss: 0.6047 2022-10-01 22:49:21,591 - mmdet - INFO - Epoch [21][6000/7330] lr: 2.000e-03, eta: 1:18:08, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0461, loss_cls: 0.1426, acc: 94.7061, loss_bbox: 0.1830, loss_mask: 0.2153, loss: 0.6033 2022-10-01 22:49:31,507 - mmdet - INFO - Epoch [21][6050/7330] lr: 2.000e-03, eta: 1:17:58, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0474, loss_cls: 0.1458, acc: 94.6343, loss_bbox: 0.1844, loss_mask: 0.2186, loss: 0.6121 2022-10-01 22:49:41,940 - mmdet - INFO - Epoch [21][6100/7330] lr: 2.000e-03, eta: 1:17:48, time: 0.209, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0468, loss_cls: 0.1425, acc: 94.7966, loss_bbox: 0.1816, loss_mask: 0.2159, loss: 0.6025 2022-10-01 22:49:52,761 - mmdet - INFO - Epoch [21][6150/7330] lr: 2.000e-03, eta: 1:17:38, time: 0.216, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0487, loss_cls: 0.1521, acc: 94.4473, loss_bbox: 0.1883, loss_mask: 0.2205, loss: 0.6270 2022-10-01 22:50:02,892 - mmdet - INFO - Epoch [21][6200/7330] lr: 2.000e-03, eta: 1:17:28, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0436, loss_cls: 0.1352, acc: 95.0540, loss_bbox: 0.1733, loss_mask: 0.2100, loss: 0.5767 2022-10-01 22:50:13,289 - mmdet - INFO - Epoch [21][6250/7330] lr: 2.000e-03, eta: 1:17:18, time: 0.208, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0450, loss_cls: 0.1447, acc: 94.6592, loss_bbox: 0.1834, loss_mask: 0.2152, loss: 0.6043 2022-10-01 22:50:23,201 - mmdet - INFO - Epoch [21][6300/7330] lr: 2.000e-03, eta: 1:17:08, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0440, loss_cls: 0.1325, acc: 95.0952, loss_bbox: 0.1666, loss_mask: 0.2075, loss: 0.5661 2022-10-01 22:50:33,571 - mmdet - INFO - Epoch [21][6350/7330] lr: 2.000e-03, eta: 1:16:58, time: 0.207, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0461, loss_cls: 0.1481, acc: 94.5500, loss_bbox: 0.1866, loss_mask: 0.2170, loss: 0.6143 2022-10-01 22:50:43,686 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:50:43,686 - mmdet - INFO - Epoch [21][6400/7330] lr: 2.000e-03, eta: 1:16:48, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0459, loss_cls: 0.1420, acc: 94.7485, loss_bbox: 0.1809, loss_mask: 0.2183, loss: 0.6016 2022-10-01 22:50:53,475 - mmdet - INFO - Epoch [21][6450/7330] lr: 2.000e-03, eta: 1:16:38, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0438, loss_cls: 0.1398, acc: 94.8525, loss_bbox: 0.1747, loss_mask: 0.2173, loss: 0.5912 2022-10-01 22:51:03,430 - mmdet - INFO - Epoch [21][6500/7330] lr: 2.000e-03, eta: 1:16:28, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0449, loss_cls: 0.1437, acc: 94.6880, loss_bbox: 0.1857, loss_mask: 0.2232, loss: 0.6131 2022-10-01 22:51:13,333 - mmdet - INFO - Epoch [21][6550/7330] lr: 2.000e-03, eta: 1:16:17, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0473, loss_cls: 0.1400, acc: 94.7959, loss_bbox: 0.1797, loss_mask: 0.2194, loss: 0.6024 2022-10-01 22:51:23,653 - mmdet - INFO - Epoch [21][6600/7330] lr: 2.000e-03, eta: 1:16:07, time: 0.206, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0450, loss_cls: 0.1393, acc: 94.8899, loss_bbox: 0.1771, loss_mask: 0.2152, loss: 0.5919 2022-10-01 22:51:33,672 - mmdet - INFO - Epoch [21][6650/7330] lr: 2.000e-03, eta: 1:15:57, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0460, loss_cls: 0.1402, acc: 94.7444, loss_bbox: 0.1808, loss_mask: 0.2170, loss: 0.5992 2022-10-01 22:51:43,806 - mmdet - INFO - Epoch [21][6700/7330] lr: 2.000e-03, eta: 1:15:47, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0435, loss_cls: 0.1366, acc: 94.9990, loss_bbox: 0.1773, loss_mask: 0.2121, loss: 0.5847 2022-10-01 22:51:53,373 - mmdet - INFO - Epoch [21][6750/7330] lr: 2.000e-03, eta: 1:15:37, time: 0.191, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0440, loss_cls: 0.1336, acc: 95.1248, loss_bbox: 0.1714, loss_mask: 0.2118, loss: 0.5753 2022-10-01 22:52:03,428 - mmdet - INFO - Epoch [21][6800/7330] lr: 2.000e-03, eta: 1:15:27, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0438, loss_cls: 0.1390, acc: 94.8389, loss_bbox: 0.1772, loss_mask: 0.2156, loss: 0.5911 2022-10-01 22:52:13,419 - mmdet - INFO - Epoch [21][6850/7330] lr: 2.000e-03, eta: 1:15:17, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0459, loss_cls: 0.1387, acc: 94.9402, loss_bbox: 0.1784, loss_mask: 0.2153, loss: 0.5941 2022-10-01 22:52:23,303 - mmdet - INFO - Epoch [21][6900/7330] lr: 2.000e-03, eta: 1:15:07, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0436, loss_cls: 0.1389, acc: 94.8591, loss_bbox: 0.1763, loss_mask: 0.2105, loss: 0.5851 2022-10-01 22:52:33,149 - mmdet - INFO - Epoch [21][6950/7330] lr: 2.000e-03, eta: 1:14:57, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0430, loss_cls: 0.1324, acc: 95.1313, loss_bbox: 0.1706, loss_mask: 0.2131, loss: 0.5730 2022-10-01 22:52:43,199 - mmdet - INFO - Epoch [21][7000/7330] lr: 2.000e-03, eta: 1:14:47, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0461, loss_cls: 0.1435, acc: 94.6672, loss_bbox: 0.1817, loss_mask: 0.2160, loss: 0.6027 2022-10-01 22:52:53,411 - mmdet - INFO - Epoch [21][7050/7330] lr: 2.000e-03, eta: 1:14:37, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0456, loss_cls: 0.1423, acc: 94.8076, loss_bbox: 0.1809, loss_mask: 0.2117, loss: 0.5967 2022-10-01 22:53:03,374 - mmdet - INFO - Epoch [21][7100/7330] lr: 2.000e-03, eta: 1:14:27, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0440, loss_cls: 0.1374, acc: 94.8503, loss_bbox: 0.1792, loss_mask: 0.2147, loss: 0.5915 2022-10-01 22:53:13,375 - mmdet - INFO - Epoch [21][7150/7330] lr: 2.000e-03, eta: 1:14:17, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0432, loss_cls: 0.1359, acc: 94.9812, loss_bbox: 0.1762, loss_mask: 0.2139, loss: 0.5838 2022-10-01 22:53:23,590 - mmdet - INFO - Epoch [21][7200/7330] lr: 2.000e-03, eta: 1:14:07, time: 0.204, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0436, loss_cls: 0.1391, acc: 94.7729, loss_bbox: 0.1766, loss_mask: 0.2143, loss: 0.5898 2022-10-01 22:53:33,740 - mmdet - INFO - Epoch [21][7250/7330] lr: 2.000e-03, eta: 1:13:57, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0454, loss_cls: 0.1474, acc: 94.5635, loss_bbox: 0.1876, loss_mask: 0.2170, loss: 0.6129 2022-10-01 22:53:43,770 - mmdet - INFO - Epoch [21][7300/7330] lr: 2.000e-03, eta: 1:13:47, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0465, loss_cls: 0.1446, acc: 94.6189, loss_bbox: 0.1838, loss_mask: 0.2185, loss: 0.6101 2022-10-01 22:53:50,264 - mmdet - INFO - Saving checkpoint at 21 epochs 2022-10-01 22:54:29,729 - mmdet - INFO - Evaluating bbox... 2022-10-01 22:54:56,199 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.393 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.588 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.431 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.214 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.428 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.526 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.307 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.683 2022-10-01 22:54:56,200 - mmdet - INFO - Evaluating segm... 2022-10-01 22:55:25,973 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.558 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.375 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.159 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.376 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.628 2022-10-01 22:55:26,351 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 22:55:26,352 - mmdet - INFO - Epoch(val) [21][625] bbox_mAP: 0.3930, bbox_mAP_50: 0.5880, bbox_mAP_75: 0.4310, bbox_mAP_s: 0.2140, bbox_mAP_m: 0.4280, bbox_mAP_l: 0.5260, bbox_mAP_copypaste: 0.393 0.588 0.431 0.214 0.428 0.526, segm_mAP: 0.3500, segm_mAP_50: 0.5580, segm_mAP_75: 0.3750, segm_mAP_s: 0.1590, segm_mAP_m: 0.3760, segm_mAP_l: 0.5180, segm_mAP_copypaste: 0.350 0.558 0.375 0.159 0.376 0.518 2022-10-01 22:55:39,990 - mmdet - INFO - Epoch [22][50/7330] lr: 2.000e-03, eta: 1:13:30, time: 0.272, data_time: 0.095, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0460, loss_cls: 0.1373, acc: 94.8855, loss_bbox: 0.1781, loss_mask: 0.2142, loss: 0.5906 2022-10-01 22:55:50,368 - mmdet - INFO - Epoch [22][100/7330] lr: 2.000e-03, eta: 1:13:20, time: 0.208, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0450, loss_cls: 0.1440, acc: 94.5857, loss_bbox: 0.1873, loss_mask: 0.2137, loss: 0.6052 2022-10-01 22:56:00,458 - mmdet - INFO - Epoch [22][150/7330] lr: 2.000e-03, eta: 1:13:10, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0424, loss_cls: 0.1386, acc: 94.8762, loss_bbox: 0.1735, loss_mask: 0.2140, loss: 0.5835 2022-10-01 22:56:10,940 - mmdet - INFO - Epoch [22][200/7330] lr: 2.000e-03, eta: 1:13:00, time: 0.210, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0454, loss_cls: 0.1425, acc: 94.7056, loss_bbox: 0.1807, loss_mask: 0.2120, loss: 0.5950 2022-10-01 22:56:20,791 - mmdet - INFO - Epoch [22][250/7330] lr: 2.000e-03, eta: 1:12:50, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0443, loss_cls: 0.1406, acc: 94.8052, loss_bbox: 0.1772, loss_mask: 0.2106, loss: 0.5875 2022-10-01 22:56:31,040 - mmdet - INFO - Epoch [22][300/7330] lr: 2.000e-03, eta: 1:12:40, time: 0.205, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0443, loss_cls: 0.1323, acc: 95.0642, loss_bbox: 0.1728, loss_mask: 0.2088, loss: 0.5718 2022-10-01 22:56:40,967 - mmdet - INFO - Epoch [22][350/7330] lr: 2.000e-03, eta: 1:12:30, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0433, loss_cls: 0.1300, acc: 95.2161, loss_bbox: 0.1715, loss_mask: 0.2127, loss: 0.5718 2022-10-01 22:56:51,031 - mmdet - INFO - Epoch [22][400/7330] lr: 2.000e-03, eta: 1:12:20, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0451, loss_cls: 0.1384, acc: 94.8303, loss_bbox: 0.1845, loss_mask: 0.2167, loss: 0.5988 2022-10-01 22:57:01,193 - mmdet - INFO - Epoch [22][450/7330] lr: 2.000e-03, eta: 1:12:09, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0442, loss_cls: 0.1392, acc: 94.9287, loss_bbox: 0.1772, loss_mask: 0.2118, loss: 0.5878 2022-10-01 22:57:11,045 - mmdet - INFO - Epoch [22][500/7330] lr: 2.000e-03, eta: 1:11:59, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0432, loss_cls: 0.1279, acc: 95.2185, loss_bbox: 0.1728, loss_mask: 0.2131, loss: 0.5711 2022-10-01 22:57:20,787 - mmdet - INFO - Epoch [22][550/7330] lr: 2.000e-03, eta: 1:11:49, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0422, loss_cls: 0.1296, acc: 95.1392, loss_bbox: 0.1686, loss_mask: 0.2152, loss: 0.5686 2022-10-01 22:57:30,949 - mmdet - INFO - Epoch [22][600/7330] lr: 2.000e-03, eta: 1:11:39, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0456, loss_cls: 0.1350, acc: 94.9583, loss_bbox: 0.1776, loss_mask: 0.2147, loss: 0.5874 2022-10-01 22:57:41,006 - mmdet - INFO - Epoch [22][650/7330] lr: 2.000e-03, eta: 1:11:29, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0465, loss_cls: 0.1335, acc: 95.0408, loss_bbox: 0.1723, loss_mask: 0.2090, loss: 0.5751 2022-10-01 22:57:51,144 - mmdet - INFO - Epoch [22][700/7330] lr: 2.000e-03, eta: 1:11:19, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0461, loss_cls: 0.1404, acc: 94.6919, loss_bbox: 0.1836, loss_mask: 0.2204, loss: 0.6046 2022-10-01 22:58:01,081 - mmdet - INFO - Epoch [22][750/7330] lr: 2.000e-03, eta: 1:11:09, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0452, loss_cls: 0.1358, acc: 94.9919, loss_bbox: 0.1762, loss_mask: 0.2094, loss: 0.5804 2022-10-01 22:58:10,939 - mmdet - INFO - Epoch [22][800/7330] lr: 2.000e-03, eta: 1:10:59, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0433, loss_cls: 0.1372, acc: 94.9402, loss_bbox: 0.1748, loss_mask: 0.2116, loss: 0.5815 2022-10-01 22:58:21,137 - mmdet - INFO - Epoch [22][850/7330] lr: 2.000e-03, eta: 1:10:49, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0462, loss_cls: 0.1374, acc: 94.8425, loss_bbox: 0.1779, loss_mask: 0.2128, loss: 0.5895 2022-10-01 22:58:31,164 - mmdet - INFO - Epoch [22][900/7330] lr: 2.000e-03, eta: 1:10:39, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0428, loss_cls: 0.1371, acc: 94.8491, loss_bbox: 0.1785, loss_mask: 0.2147, loss: 0.5881 2022-10-01 22:58:41,245 - mmdet - INFO - Epoch [22][950/7330] lr: 2.000e-03, eta: 1:10:29, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0426, loss_cls: 0.1357, acc: 94.9866, loss_bbox: 0.1780, loss_mask: 0.2110, loss: 0.5810 2022-10-01 22:58:51,077 - mmdet - INFO - Epoch [22][1000/7330] lr: 2.000e-03, eta: 1:10:19, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0426, loss_cls: 0.1322, acc: 95.1487, loss_bbox: 0.1723, loss_mask: 0.2148, loss: 0.5756 2022-10-01 22:59:00,996 - mmdet - INFO - Epoch [22][1050/7330] lr: 2.000e-03, eta: 1:10:09, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0454, loss_cls: 0.1419, acc: 94.8677, loss_bbox: 0.1846, loss_mask: 0.2166, loss: 0.6029 2022-10-01 22:59:11,228 - mmdet - INFO - Epoch [22][1100/7330] lr: 2.000e-03, eta: 1:09:59, time: 0.205, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0467, loss_cls: 0.1374, acc: 94.8220, loss_bbox: 0.1811, loss_mask: 0.2149, loss: 0.5951 2022-10-01 22:59:21,357 - mmdet - INFO - Epoch [22][1150/7330] lr: 2.000e-03, eta: 1:09:49, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0463, loss_cls: 0.1363, acc: 94.8997, loss_bbox: 0.1765, loss_mask: 0.2149, loss: 0.5881 2022-10-01 22:59:31,269 - mmdet - INFO - Epoch [22][1200/7330] lr: 2.000e-03, eta: 1:09:39, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0434, loss_cls: 0.1349, acc: 95.0110, loss_bbox: 0.1746, loss_mask: 0.2102, loss: 0.5772 2022-10-01 22:59:41,355 - mmdet - INFO - Epoch [22][1250/7330] lr: 2.000e-03, eta: 1:09:28, time: 0.202, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0455, loss_cls: 0.1348, acc: 94.9109, loss_bbox: 0.1774, loss_mask: 0.2131, loss: 0.5857 2022-10-01 22:59:51,545 - mmdet - INFO - Epoch [22][1300/7330] lr: 2.000e-03, eta: 1:09:18, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0442, loss_cls: 0.1390, acc: 94.8572, loss_bbox: 0.1762, loss_mask: 0.2081, loss: 0.5821 2022-10-01 23:00:01,601 - mmdet - INFO - Epoch [22][1350/7330] lr: 2.000e-03, eta: 1:09:08, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0461, loss_cls: 0.1404, acc: 94.7939, loss_bbox: 0.1848, loss_mask: 0.2160, loss: 0.6020 2022-10-01 23:00:11,880 - mmdet - INFO - Epoch [22][1400/7330] lr: 2.000e-03, eta: 1:08:58, time: 0.206, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0452, loss_cls: 0.1391, acc: 94.8748, loss_bbox: 0.1800, loss_mask: 0.2167, loss: 0.5964 2022-10-01 23:00:22,048 - mmdet - INFO - Epoch [22][1450/7330] lr: 2.000e-03, eta: 1:08:48, time: 0.203, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0458, loss_cls: 0.1338, acc: 95.0376, loss_bbox: 0.1736, loss_mask: 0.2132, loss: 0.5807 2022-10-01 23:00:31,837 - mmdet - INFO - Epoch [22][1500/7330] lr: 2.000e-03, eta: 1:08:38, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0418, loss_cls: 0.1269, acc: 95.2449, loss_bbox: 0.1722, loss_mask: 0.2135, loss: 0.5676 2022-10-01 23:00:42,043 - mmdet - INFO - Epoch [22][1550/7330] lr: 2.000e-03, eta: 1:08:28, time: 0.204, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0446, loss_cls: 0.1394, acc: 94.8135, loss_bbox: 0.1817, loss_mask: 0.2208, loss: 0.6007 2022-10-01 23:00:51,919 - mmdet - INFO - Epoch [22][1600/7330] lr: 2.000e-03, eta: 1:08:18, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0462, loss_cls: 0.1410, acc: 94.7102, loss_bbox: 0.1860, loss_mask: 0.2175, loss: 0.6062 2022-10-01 23:01:01,980 - mmdet - INFO - Epoch [22][1650/7330] lr: 2.000e-03, eta: 1:08:08, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0464, loss_cls: 0.1413, acc: 94.7434, loss_bbox: 0.1865, loss_mask: 0.2192, loss: 0.6097 2022-10-01 23:01:12,198 - mmdet - INFO - Epoch [22][1700/7330] lr: 2.000e-03, eta: 1:07:58, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0451, loss_cls: 0.1355, acc: 95.0059, loss_bbox: 0.1741, loss_mask: 0.2082, loss: 0.5777 2022-10-01 23:01:22,336 - mmdet - INFO - Epoch [22][1750/7330] lr: 2.000e-03, eta: 1:07:48, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0456, loss_cls: 0.1403, acc: 94.7815, loss_bbox: 0.1822, loss_mask: 0.2115, loss: 0.5933 2022-10-01 23:01:32,401 - mmdet - INFO - Epoch [22][1800/7330] lr: 2.000e-03, eta: 1:07:38, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0440, loss_cls: 0.1374, acc: 94.8555, loss_bbox: 0.1765, loss_mask: 0.2125, loss: 0.5856 2022-10-01 23:01:42,921 - mmdet - INFO - Epoch [22][1850/7330] lr: 2.000e-03, eta: 1:07:28, time: 0.210, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0457, loss_cls: 0.1440, acc: 94.6689, loss_bbox: 0.1912, loss_mask: 0.2154, loss: 0.6111 2022-10-01 23:01:53,087 - mmdet - INFO - Epoch [22][1900/7330] lr: 2.000e-03, eta: 1:07:18, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0466, loss_cls: 0.1433, acc: 94.6577, loss_bbox: 0.1862, loss_mask: 0.2161, loss: 0.6081 2022-10-01 23:02:03,026 - mmdet - INFO - Epoch [22][1950/7330] lr: 2.000e-03, eta: 1:07:08, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0442, loss_cls: 0.1380, acc: 94.9495, loss_bbox: 0.1725, loss_mask: 0.2116, loss: 0.5815 2022-10-01 23:02:13,225 - mmdet - INFO - Epoch [22][2000/7330] lr: 2.000e-03, eta: 1:06:58, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0457, loss_cls: 0.1392, acc: 94.9412, loss_bbox: 0.1805, loss_mask: 0.2127, loss: 0.5938 2022-10-01 23:02:23,231 - mmdet - INFO - Epoch [22][2050/7330] lr: 2.000e-03, eta: 1:06:48, time: 0.200, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0432, loss_cls: 0.1366, acc: 94.9766, loss_bbox: 0.1711, loss_mask: 0.2103, loss: 0.5763 2022-10-01 23:02:32,947 - mmdet - INFO - Epoch [22][2100/7330] lr: 2.000e-03, eta: 1:06:38, time: 0.194, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0419, loss_cls: 0.1356, acc: 94.9612, loss_bbox: 0.1764, loss_mask: 0.2118, loss: 0.5797 2022-10-01 23:02:42,684 - mmdet - INFO - Epoch [22][2150/7330] lr: 2.000e-03, eta: 1:06:28, time: 0.195, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0428, loss_cls: 0.1319, acc: 95.1580, loss_bbox: 0.1681, loss_mask: 0.2071, loss: 0.5651 2022-10-01 23:02:52,764 - mmdet - INFO - Epoch [22][2200/7330] lr: 2.000e-03, eta: 1:06:18, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0441, loss_cls: 0.1411, acc: 94.7681, loss_bbox: 0.1803, loss_mask: 0.2134, loss: 0.5946 2022-10-01 23:03:02,687 - mmdet - INFO - Epoch [22][2250/7330] lr: 2.000e-03, eta: 1:06:08, time: 0.198, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0442, loss_cls: 0.1315, acc: 95.1074, loss_bbox: 0.1697, loss_mask: 0.2144, loss: 0.5735 2022-10-01 23:03:13,016 - mmdet - INFO - Epoch [22][2300/7330] lr: 2.000e-03, eta: 1:05:58, time: 0.207, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0444, loss_cls: 0.1402, acc: 94.7666, loss_bbox: 0.1848, loss_mask: 0.2197, loss: 0.6044 2022-10-01 23:03:22,816 - mmdet - INFO - Epoch [22][2350/7330] lr: 2.000e-03, eta: 1:05:47, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0434, loss_cls: 0.1367, acc: 94.8818, loss_bbox: 0.1783, loss_mask: 0.2164, loss: 0.5896 2022-10-01 23:03:32,753 - mmdet - INFO - Epoch [22][2400/7330] lr: 2.000e-03, eta: 1:05:37, time: 0.199, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0463, loss_cls: 0.1444, acc: 94.7354, loss_bbox: 0.1849, loss_mask: 0.2209, loss: 0.6120 2022-10-01 23:03:42,803 - mmdet - INFO - Epoch [22][2450/7330] lr: 2.000e-03, eta: 1:05:27, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0424, loss_cls: 0.1324, acc: 95.0774, loss_bbox: 0.1690, loss_mask: 0.2073, loss: 0.5663 2022-10-01 23:03:53,074 - mmdet - INFO - Epoch [22][2500/7330] lr: 2.000e-03, eta: 1:05:17, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0484, loss_cls: 0.1436, acc: 94.6458, loss_bbox: 0.1861, loss_mask: 0.2186, loss: 0.6135 2022-10-01 23:04:02,876 - mmdet - INFO - Epoch [22][2550/7330] lr: 2.000e-03, eta: 1:05:07, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0439, loss_cls: 0.1385, acc: 94.8723, loss_bbox: 0.1796, loss_mask: 0.2108, loss: 0.5870 2022-10-01 23:04:12,906 - mmdet - INFO - Epoch [22][2600/7330] lr: 2.000e-03, eta: 1:04:57, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0448, loss_cls: 0.1397, acc: 94.7832, loss_bbox: 0.1832, loss_mask: 0.2143, loss: 0.5971 2022-10-01 23:04:23,037 - mmdet - INFO - Epoch [22][2650/7330] lr: 2.000e-03, eta: 1:04:47, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0442, loss_cls: 0.1333, acc: 95.0723, loss_bbox: 0.1779, loss_mask: 0.2176, loss: 0.5883 2022-10-01 23:04:33,178 - mmdet - INFO - Epoch [22][2700/7330] lr: 2.000e-03, eta: 1:04:37, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0444, loss_cls: 0.1397, acc: 94.7871, loss_bbox: 0.1814, loss_mask: 0.2180, loss: 0.5983 2022-10-01 23:04:43,384 - mmdet - INFO - Epoch [22][2750/7330] lr: 2.000e-03, eta: 1:04:27, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0445, loss_cls: 0.1305, acc: 95.0913, loss_bbox: 0.1694, loss_mask: 0.2084, loss: 0.5668 2022-10-01 23:04:53,249 - mmdet - INFO - Epoch [22][2800/7330] lr: 2.000e-03, eta: 1:04:17, time: 0.197, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0450, loss_cls: 0.1362, acc: 94.9275, loss_bbox: 0.1769, loss_mask: 0.2146, loss: 0.5881 2022-10-01 23:05:02,975 - mmdet - INFO - Epoch [22][2850/7330] lr: 2.000e-03, eta: 1:04:07, time: 0.195, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0425, loss_cls: 0.1342, acc: 95.0044, loss_bbox: 0.1726, loss_mask: 0.2144, loss: 0.5775 2022-10-01 23:05:13,026 - mmdet - INFO - Epoch [22][2900/7330] lr: 2.000e-03, eta: 1:03:57, time: 0.201, data_time: 0.041, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0453, loss_cls: 0.1412, acc: 94.7896, loss_bbox: 0.1820, loss_mask: 0.2157, loss: 0.5988 2022-10-01 23:05:23,210 - mmdet - INFO - Epoch [22][2950/7330] lr: 2.000e-03, eta: 1:03:47, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0445, loss_cls: 0.1386, acc: 94.9417, loss_bbox: 0.1777, loss_mask: 0.2141, loss: 0.5894 2022-10-01 23:05:33,363 - mmdet - INFO - Epoch [22][3000/7330] lr: 2.000e-03, eta: 1:03:37, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0455, loss_cls: 0.1317, acc: 95.1211, loss_bbox: 0.1716, loss_mask: 0.2116, loss: 0.5757 2022-10-01 23:05:43,218 - mmdet - INFO - Epoch [22][3050/7330] lr: 2.000e-03, eta: 1:03:27, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0440, loss_cls: 0.1369, acc: 94.8718, loss_bbox: 0.1743, loss_mask: 0.2188, loss: 0.5883 2022-10-01 23:05:53,414 - mmdet - INFO - Epoch [22][3100/7330] lr: 2.000e-03, eta: 1:03:17, time: 0.204, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0452, loss_cls: 0.1329, acc: 95.0769, loss_bbox: 0.1725, loss_mask: 0.2093, loss: 0.5743 2022-10-01 23:06:03,123 - mmdet - INFO - Epoch [22][3150/7330] lr: 2.000e-03, eta: 1:03:07, time: 0.194, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0410, loss_cls: 0.1282, acc: 95.1602, loss_bbox: 0.1669, loss_mask: 0.2120, loss: 0.5621 2022-10-01 23:06:13,665 - mmdet - INFO - Epoch [22][3200/7330] lr: 2.000e-03, eta: 1:02:57, time: 0.211, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0449, loss_cls: 0.1388, acc: 94.8069, loss_bbox: 0.1788, loss_mask: 0.2122, loss: 0.5911 2022-10-01 23:06:23,777 - mmdet - INFO - Epoch [22][3250/7330] lr: 2.000e-03, eta: 1:02:47, time: 0.202, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0472, loss_cls: 0.1446, acc: 94.5642, loss_bbox: 0.1895, loss_mask: 0.2191, loss: 0.6157 2022-10-01 23:06:33,881 - mmdet - INFO - Epoch [22][3300/7330] lr: 2.000e-03, eta: 1:02:37, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0449, loss_cls: 0.1458, acc: 94.6367, loss_bbox: 0.1842, loss_mask: 0.2176, loss: 0.6080 2022-10-01 23:06:43,862 - mmdet - INFO - Epoch [22][3350/7330] lr: 2.000e-03, eta: 1:02:26, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0430, loss_cls: 0.1346, acc: 95.0100, loss_bbox: 0.1738, loss_mask: 0.2144, loss: 0.5797 2022-10-01 23:06:53,894 - mmdet - INFO - Epoch [22][3400/7330] lr: 2.000e-03, eta: 1:02:16, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0455, loss_cls: 0.1386, acc: 94.8831, loss_bbox: 0.1820, loss_mask: 0.2161, loss: 0.5980 2022-10-01 23:07:03,774 - mmdet - INFO - Epoch [22][3450/7330] lr: 2.000e-03, eta: 1:02:06, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0463, loss_cls: 0.1348, acc: 95.0078, loss_bbox: 0.1757, loss_mask: 0.2119, loss: 0.5836 2022-10-01 23:07:13,686 - mmdet - INFO - Epoch [22][3500/7330] lr: 2.000e-03, eta: 1:01:56, time: 0.198, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0451, loss_cls: 0.1369, acc: 94.9983, loss_bbox: 0.1736, loss_mask: 0.2127, loss: 0.5832 2022-10-01 23:07:23,649 - mmdet - INFO - Epoch [22][3550/7330] lr: 2.000e-03, eta: 1:01:46, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0450, loss_cls: 0.1430, acc: 94.7678, loss_bbox: 0.1768, loss_mask: 0.2167, loss: 0.5971 2022-10-01 23:07:33,897 - mmdet - INFO - Epoch [22][3600/7330] lr: 2.000e-03, eta: 1:01:36, time: 0.205, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0463, loss_cls: 0.1396, acc: 94.7734, loss_bbox: 0.1856, loss_mask: 0.2152, loss: 0.6023 2022-10-01 23:07:44,037 - mmdet - INFO - Epoch [22][3650/7330] lr: 2.000e-03, eta: 1:01:26, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0477, loss_cls: 0.1425, acc: 94.7305, loss_bbox: 0.1851, loss_mask: 0.2178, loss: 0.6099 2022-10-01 23:07:54,350 - mmdet - INFO - Epoch [22][3700/7330] lr: 2.000e-03, eta: 1:01:16, time: 0.206, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0481, loss_cls: 0.1473, acc: 94.6047, loss_bbox: 0.1839, loss_mask: 0.2131, loss: 0.6090 2022-10-01 23:08:04,344 - mmdet - INFO - Epoch [22][3750/7330] lr: 2.000e-03, eta: 1:01:06, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0420, loss_cls: 0.1335, acc: 95.1079, loss_bbox: 0.1724, loss_mask: 0.2137, loss: 0.5751 2022-10-01 23:08:14,526 - mmdet - INFO - Epoch [22][3800/7330] lr: 2.000e-03, eta: 1:00:56, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0463, loss_cls: 0.1438, acc: 94.6594, loss_bbox: 0.1826, loss_mask: 0.2121, loss: 0.6002 2022-10-01 23:08:24,438 - mmdet - INFO - Epoch [22][3850/7330] lr: 2.000e-03, eta: 1:00:46, time: 0.198, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0445, loss_cls: 0.1324, acc: 95.0884, loss_bbox: 0.1730, loss_mask: 0.2109, loss: 0.5753 2022-10-01 23:08:34,383 - mmdet - INFO - Epoch [22][3900/7330] lr: 2.000e-03, eta: 1:00:36, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0448, loss_cls: 0.1386, acc: 94.8513, loss_bbox: 0.1799, loss_mask: 0.2130, loss: 0.5911 2022-10-01 23:08:44,411 - mmdet - INFO - Epoch [22][3950/7330] lr: 2.000e-03, eta: 1:00:26, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0454, loss_cls: 0.1330, acc: 95.0337, loss_bbox: 0.1726, loss_mask: 0.2107, loss: 0.5762 2022-10-01 23:08:54,275 - mmdet - INFO - Epoch [22][4000/7330] lr: 2.000e-03, eta: 1:00:16, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0453, loss_cls: 0.1355, acc: 94.9697, loss_bbox: 0.1733, loss_mask: 0.2080, loss: 0.5766 2022-10-01 23:09:04,256 - mmdet - INFO - Epoch [22][4050/7330] lr: 2.000e-03, eta: 1:00:06, time: 0.200, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0455, loss_cls: 0.1389, acc: 94.8364, loss_bbox: 0.1817, loss_mask: 0.2128, loss: 0.5937 2022-10-01 23:09:14,410 - mmdet - INFO - Epoch [22][4100/7330] lr: 2.000e-03, eta: 0:59:56, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0428, loss_cls: 0.1311, acc: 95.1328, loss_bbox: 0.1688, loss_mask: 0.2100, loss: 0.5667 2022-10-01 23:09:24,351 - mmdet - INFO - Epoch [22][4150/7330] lr: 2.000e-03, eta: 0:59:46, time: 0.199, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0447, loss_cls: 0.1372, acc: 94.9219, loss_bbox: 0.1772, loss_mask: 0.2141, loss: 0.5885 2022-10-01 23:09:34,758 - mmdet - INFO - Epoch [22][4200/7330] lr: 2.000e-03, eta: 0:59:36, time: 0.208, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0454, loss_cls: 0.1433, acc: 94.7600, loss_bbox: 0.1805, loss_mask: 0.2127, loss: 0.5964 2022-10-01 23:09:44,361 - mmdet - INFO - Epoch [22][4250/7330] lr: 2.000e-03, eta: 0:59:25, time: 0.192, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0447, loss_cls: 0.1322, acc: 95.0850, loss_bbox: 0.1700, loss_mask: 0.2119, loss: 0.5730 2022-10-01 23:09:54,414 - mmdet - INFO - Epoch [22][4300/7330] lr: 2.000e-03, eta: 0:59:15, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0449, loss_cls: 0.1352, acc: 94.9697, loss_bbox: 0.1764, loss_mask: 0.2153, loss: 0.5868 2022-10-01 23:10:04,347 - mmdet - INFO - Epoch [22][4350/7330] lr: 2.000e-03, eta: 0:59:05, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0459, loss_cls: 0.1397, acc: 94.7623, loss_bbox: 0.1831, loss_mask: 0.2226, loss: 0.6068 2022-10-01 23:10:14,054 - mmdet - INFO - Epoch [22][4400/7330] lr: 2.000e-03, eta: 0:58:55, time: 0.194, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0442, loss_cls: 0.1336, acc: 95.0669, loss_bbox: 0.1724, loss_mask: 0.2129, loss: 0.5776 2022-10-01 23:10:24,189 - mmdet - INFO - Epoch [22][4450/7330] lr: 2.000e-03, eta: 0:58:45, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0464, loss_cls: 0.1413, acc: 94.7158, loss_bbox: 0.1820, loss_mask: 0.2149, loss: 0.6005 2022-10-01 23:10:34,180 - mmdet - INFO - Epoch [22][4500/7330] lr: 2.000e-03, eta: 0:58:35, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0429, loss_cls: 0.1332, acc: 95.1013, loss_bbox: 0.1732, loss_mask: 0.2122, loss: 0.5765 2022-10-01 23:10:44,034 - mmdet - INFO - Epoch [22][4550/7330] lr: 2.000e-03, eta: 0:58:25, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0457, loss_cls: 0.1416, acc: 94.8013, loss_bbox: 0.1810, loss_mask: 0.2161, loss: 0.6002 2022-10-01 23:10:54,052 - mmdet - INFO - Epoch [22][4600/7330] lr: 2.000e-03, eta: 0:58:15, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0444, loss_cls: 0.1399, acc: 94.7516, loss_bbox: 0.1824, loss_mask: 0.2180, loss: 0.6000 2022-10-01 23:11:04,152 - mmdet - INFO - Epoch [22][4650/7330] lr: 2.000e-03, eta: 0:58:05, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0462, loss_cls: 0.1374, acc: 94.8879, loss_bbox: 0.1808, loss_mask: 0.2152, loss: 0.5949 2022-10-01 23:11:14,236 - mmdet - INFO - Epoch [22][4700/7330] lr: 2.000e-03, eta: 0:57:55, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0450, loss_cls: 0.1404, acc: 94.8147, loss_bbox: 0.1791, loss_mask: 0.2174, loss: 0.5972 2022-10-01 23:11:24,798 - mmdet - INFO - Epoch [22][4750/7330] lr: 2.000e-03, eta: 0:57:45, time: 0.211, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0461, loss_cls: 0.1432, acc: 94.6816, loss_bbox: 0.1811, loss_mask: 0.2163, loss: 0.6023 2022-10-01 23:11:34,712 - mmdet - INFO - Epoch [22][4800/7330] lr: 2.000e-03, eta: 0:57:35, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0445, loss_cls: 0.1425, acc: 94.6970, loss_bbox: 0.1850, loss_mask: 0.2169, loss: 0.6048 2022-10-01 23:11:44,899 - mmdet - INFO - Epoch [22][4850/7330] lr: 2.000e-03, eta: 0:57:25, time: 0.204, data_time: 0.039, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0472, loss_cls: 0.1397, acc: 94.8372, loss_bbox: 0.1769, loss_mask: 0.2157, loss: 0.5949 2022-10-01 23:11:54,864 - mmdet - INFO - Epoch [22][4900/7330] lr: 2.000e-03, eta: 0:57:15, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0437, loss_cls: 0.1316, acc: 95.0955, loss_bbox: 0.1741, loss_mask: 0.2114, loss: 0.5758 2022-10-01 23:12:04,935 - mmdet - INFO - Epoch [22][4950/7330] lr: 2.000e-03, eta: 0:57:05, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0430, loss_cls: 0.1357, acc: 94.8875, loss_bbox: 0.1792, loss_mask: 0.2138, loss: 0.5860 2022-10-01 23:12:14,874 - mmdet - INFO - Epoch [22][5000/7330] lr: 2.000e-03, eta: 0:56:55, time: 0.199, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0437, loss_cls: 0.1320, acc: 95.0713, loss_bbox: 0.1736, loss_mask: 0.2103, loss: 0.5748 2022-10-01 23:12:24,809 - mmdet - INFO - Epoch [22][5050/7330] lr: 2.000e-03, eta: 0:56:45, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0447, loss_cls: 0.1369, acc: 94.9583, loss_bbox: 0.1781, loss_mask: 0.2151, loss: 0.5899 2022-10-01 23:12:34,653 - mmdet - INFO - Epoch [22][5100/7330] lr: 2.000e-03, eta: 0:56:34, time: 0.197, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0439, loss_cls: 0.1368, acc: 95.0144, loss_bbox: 0.1721, loss_mask: 0.2129, loss: 0.5806 2022-10-01 23:12:44,683 - mmdet - INFO - Epoch [22][5150/7330] lr: 2.000e-03, eta: 0:56:24, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0437, loss_cls: 0.1327, acc: 95.0693, loss_bbox: 0.1801, loss_mask: 0.2164, loss: 0.5871 2022-10-01 23:12:54,659 - mmdet - INFO - Epoch [22][5200/7330] lr: 2.000e-03, eta: 0:56:14, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0451, loss_cls: 0.1370, acc: 94.8579, loss_bbox: 0.1813, loss_mask: 0.2151, loss: 0.5945 2022-10-01 23:13:04,576 - mmdet - INFO - Epoch [22][5250/7330] lr: 2.000e-03, eta: 0:56:04, time: 0.198, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0430, loss_cls: 0.1337, acc: 95.0566, loss_bbox: 0.1766, loss_mask: 0.2142, loss: 0.5818 2022-10-01 23:13:14,636 - mmdet - INFO - Epoch [22][5300/7330] lr: 2.000e-03, eta: 0:55:54, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0445, loss_cls: 0.1421, acc: 94.7356, loss_bbox: 0.1828, loss_mask: 0.2170, loss: 0.6019 2022-10-01 23:13:24,512 - mmdet - INFO - Epoch [22][5350/7330] lr: 2.000e-03, eta: 0:55:44, time: 0.197, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0437, loss_cls: 0.1352, acc: 95.0012, loss_bbox: 0.1776, loss_mask: 0.2159, loss: 0.5863 2022-10-01 23:13:34,360 - mmdet - INFO - Epoch [22][5400/7330] lr: 2.000e-03, eta: 0:55:34, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0414, loss_cls: 0.1358, acc: 94.9878, loss_bbox: 0.1741, loss_mask: 0.2123, loss: 0.5772 2022-10-01 23:13:44,508 - mmdet - INFO - Epoch [22][5450/7330] lr: 2.000e-03, eta: 0:55:24, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0440, loss_cls: 0.1395, acc: 94.8362, loss_bbox: 0.1805, loss_mask: 0.2126, loss: 0.5918 2022-10-01 23:13:54,718 - mmdet - INFO - Epoch [22][5500/7330] lr: 2.000e-03, eta: 0:55:14, time: 0.204, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0432, loss_cls: 0.1361, acc: 94.9053, loss_bbox: 0.1800, loss_mask: 0.2159, loss: 0.5905 2022-10-01 23:14:04,598 - mmdet - INFO - Epoch [22][5550/7330] lr: 2.000e-03, eta: 0:55:04, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0440, loss_cls: 0.1385, acc: 94.8423, loss_bbox: 0.1775, loss_mask: 0.2185, loss: 0.5938 2022-10-01 23:14:14,508 - mmdet - INFO - Epoch [22][5600/7330] lr: 2.000e-03, eta: 0:54:54, time: 0.198, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0433, loss_cls: 0.1345, acc: 94.9719, loss_bbox: 0.1759, loss_mask: 0.2173, loss: 0.5857 2022-10-01 23:14:24,534 - mmdet - INFO - Epoch [22][5650/7330] lr: 2.000e-03, eta: 0:54:44, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0446, loss_cls: 0.1412, acc: 94.8086, loss_bbox: 0.1824, loss_mask: 0.2137, loss: 0.5978 2022-10-01 23:14:34,552 - mmdet - INFO - Epoch [22][5700/7330] lr: 2.000e-03, eta: 0:54:34, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0437, loss_cls: 0.1350, acc: 95.0000, loss_bbox: 0.1749, loss_mask: 0.2137, loss: 0.5823 2022-10-01 23:14:44,235 - mmdet - INFO - Epoch [22][5750/7330] lr: 2.000e-03, eta: 0:54:24, time: 0.194, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0441, loss_cls: 0.1313, acc: 95.1487, loss_bbox: 0.1681, loss_mask: 0.2101, loss: 0.5670 2022-10-01 23:14:54,269 - mmdet - INFO - Epoch [22][5800/7330] lr: 2.000e-03, eta: 0:54:13, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0443, loss_cls: 0.1384, acc: 94.8628, loss_bbox: 0.1799, loss_mask: 0.2204, loss: 0.5978 2022-10-01 23:15:04,243 - mmdet - INFO - Epoch [22][5850/7330] lr: 2.000e-03, eta: 0:54:03, time: 0.199, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0446, loss_cls: 0.1414, acc: 94.8733, loss_bbox: 0.1786, loss_mask: 0.2156, loss: 0.5956 2022-10-01 23:15:14,047 - mmdet - INFO - Epoch [22][5900/7330] lr: 2.000e-03, eta: 0:53:53, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0442, loss_cls: 0.1336, acc: 95.0364, loss_bbox: 0.1746, loss_mask: 0.2166, loss: 0.5834 2022-10-01 23:15:24,131 - mmdet - INFO - Epoch [22][5950/7330] lr: 2.000e-03, eta: 0:53:43, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0468, loss_cls: 0.1391, acc: 94.8018, loss_bbox: 0.1826, loss_mask: 0.2172, loss: 0.6009 2022-10-01 23:15:34,021 - mmdet - INFO - Epoch [22][6000/7330] lr: 2.000e-03, eta: 0:53:33, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0442, loss_cls: 0.1380, acc: 94.8901, loss_bbox: 0.1788, loss_mask: 0.2162, loss: 0.5927 2022-10-01 23:15:44,149 - mmdet - INFO - Epoch [22][6050/7330] lr: 2.000e-03, eta: 0:53:23, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0461, loss_cls: 0.1400, acc: 94.8066, loss_bbox: 0.1834, loss_mask: 0.2174, loss: 0.6023 2022-10-01 23:15:54,358 - mmdet - INFO - Epoch [22][6100/7330] lr: 2.000e-03, eta: 0:53:13, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0484, loss_cls: 0.1417, acc: 94.7126, loss_bbox: 0.1805, loss_mask: 0.2168, loss: 0.6032 2022-10-01 23:16:04,246 - mmdet - INFO - Epoch [22][6150/7330] lr: 2.000e-03, eta: 0:53:03, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0460, loss_cls: 0.1373, acc: 94.9622, loss_bbox: 0.1763, loss_mask: 0.2125, loss: 0.5868 2022-10-01 23:16:14,039 - mmdet - INFO - Epoch [22][6200/7330] lr: 2.000e-03, eta: 0:52:53, time: 0.196, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0458, loss_cls: 0.1356, acc: 95.0435, loss_bbox: 0.1781, loss_mask: 0.2151, loss: 0.5906 2022-10-01 23:16:23,873 - mmdet - INFO - Epoch [22][6250/7330] lr: 2.000e-03, eta: 0:52:43, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0443, loss_cls: 0.1353, acc: 94.9612, loss_bbox: 0.1744, loss_mask: 0.2080, loss: 0.5760 2022-10-01 23:16:33,692 - mmdet - INFO - Epoch [22][6300/7330] lr: 2.000e-03, eta: 0:52:33, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0429, loss_cls: 0.1333, acc: 95.0115, loss_bbox: 0.1732, loss_mask: 0.2108, loss: 0.5737 2022-10-01 23:16:43,658 - mmdet - INFO - Epoch [22][6350/7330] lr: 2.000e-03, eta: 0:52:23, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0464, loss_cls: 0.1409, acc: 94.7793, loss_bbox: 0.1791, loss_mask: 0.2162, loss: 0.5988 2022-10-01 23:16:53,735 - mmdet - INFO - Epoch [22][6400/7330] lr: 2.000e-03, eta: 0:52:13, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0426, loss_cls: 0.1342, acc: 95.0535, loss_bbox: 0.1741, loss_mask: 0.2119, loss: 0.5782 2022-10-01 23:17:03,744 - mmdet - INFO - Epoch [22][6450/7330] lr: 2.000e-03, eta: 0:52:03, time: 0.200, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0442, loss_cls: 0.1385, acc: 94.8875, loss_bbox: 0.1784, loss_mask: 0.2121, loss: 0.5888 2022-10-01 23:17:13,745 - mmdet - INFO - Epoch [22][6500/7330] lr: 2.000e-03, eta: 0:51:53, time: 0.200, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0462, loss_cls: 0.1369, acc: 94.9038, loss_bbox: 0.1745, loss_mask: 0.2140, loss: 0.5867 2022-10-01 23:17:23,898 - mmdet - INFO - Epoch [22][6550/7330] lr: 2.000e-03, eta: 0:51:43, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0472, loss_cls: 0.1410, acc: 94.7742, loss_bbox: 0.1840, loss_mask: 0.2171, loss: 0.6049 2022-10-01 23:17:33,954 - mmdet - INFO - Epoch [22][6600/7330] lr: 2.000e-03, eta: 0:51:32, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0438, loss_cls: 0.1406, acc: 94.8066, loss_bbox: 0.1800, loss_mask: 0.2139, loss: 0.5931 2022-10-01 23:17:43,985 - mmdet - INFO - Epoch [22][6650/7330] lr: 2.000e-03, eta: 0:51:22, time: 0.201, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0444, loss_cls: 0.1391, acc: 94.8235, loss_bbox: 0.1784, loss_mask: 0.2139, loss: 0.5902 2022-10-01 23:17:53,817 - mmdet - INFO - Epoch [22][6700/7330] lr: 2.000e-03, eta: 0:51:12, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0451, loss_cls: 0.1367, acc: 94.9231, loss_bbox: 0.1753, loss_mask: 0.2159, loss: 0.5870 2022-10-01 23:18:03,902 - mmdet - INFO - Epoch [22][6750/7330] lr: 2.000e-03, eta: 0:51:02, time: 0.202, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0432, loss_cls: 0.1356, acc: 94.9004, loss_bbox: 0.1795, loss_mask: 0.2142, loss: 0.5870 2022-10-01 23:18:14,076 - mmdet - INFO - Epoch [22][6800/7330] lr: 2.000e-03, eta: 0:50:52, time: 0.204, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0466, loss_cls: 0.1408, acc: 94.7715, loss_bbox: 0.1823, loss_mask: 0.2176, loss: 0.6029 2022-10-01 23:18:23,991 - mmdet - INFO - Epoch [22][6850/7330] lr: 2.000e-03, eta: 0:50:42, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0459, loss_cls: 0.1415, acc: 94.7371, loss_bbox: 0.1857, loss_mask: 0.2179, loss: 0.6067 2022-10-01 23:18:34,104 - mmdet - INFO - Epoch [22][6900/7330] lr: 2.000e-03, eta: 0:50:32, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0463, loss_cls: 0.1412, acc: 94.7898, loss_bbox: 0.1803, loss_mask: 0.2137, loss: 0.5976 2022-10-01 23:18:44,396 - mmdet - INFO - Epoch [22][6950/7330] lr: 2.000e-03, eta: 0:50:22, time: 0.206, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0478, loss_cls: 0.1492, acc: 94.4861, loss_bbox: 0.1934, loss_mask: 0.2189, loss: 0.6253 2022-10-01 23:18:54,113 - mmdet - INFO - Epoch [22][7000/7330] lr: 2.000e-03, eta: 0:50:12, time: 0.194, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0444, loss_cls: 0.1389, acc: 94.8843, loss_bbox: 0.1776, loss_mask: 0.2124, loss: 0.5877 2022-10-01 23:19:04,059 - mmdet - INFO - Epoch [22][7050/7330] lr: 2.000e-03, eta: 0:50:02, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0443, loss_cls: 0.1340, acc: 95.0134, loss_bbox: 0.1765, loss_mask: 0.2111, loss: 0.5803 2022-10-01 23:19:13,955 - mmdet - INFO - Epoch [22][7100/7330] lr: 2.000e-03, eta: 0:49:52, time: 0.198, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0444, loss_cls: 0.1342, acc: 95.0552, loss_bbox: 0.1719, loss_mask: 0.2099, loss: 0.5745 2022-10-01 23:19:24,185 - mmdet - INFO - Epoch [22][7150/7330] lr: 2.000e-03, eta: 0:49:42, time: 0.205, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0447, loss_cls: 0.1450, acc: 94.6067, loss_bbox: 0.1851, loss_mask: 0.2161, loss: 0.6069 2022-10-01 23:19:34,523 - mmdet - INFO - Epoch [22][7200/7330] lr: 2.000e-03, eta: 0:49:32, time: 0.207, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0477, loss_cls: 0.1471, acc: 94.5479, loss_bbox: 0.1852, loss_mask: 0.2203, loss: 0.6167 2022-10-01 23:19:44,319 - mmdet - INFO - Epoch [22][7250/7330] lr: 2.000e-03, eta: 0:49:22, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0440, loss_cls: 0.1345, acc: 95.0322, loss_bbox: 0.1755, loss_mask: 0.2112, loss: 0.5796 2022-10-01 23:19:54,037 - mmdet - INFO - Epoch [22][7300/7330] lr: 2.000e-03, eta: 0:49:12, time: 0.194, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0422, loss_cls: 0.1340, acc: 95.0532, loss_bbox: 0.1788, loss_mask: 0.2111, loss: 0.5804 2022-10-01 23:20:00,199 - mmdet - INFO - Saving checkpoint at 22 epochs 2022-10-01 23:20:37,916 - mmdet - INFO - Evaluating bbox... 2022-10-01 23:21:03,220 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.393 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.587 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.430 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.218 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.426 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.521 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.680 2022-10-01 23:21:03,220 - mmdet - INFO - Evaluating segm... 2022-10-01 23:21:30,165 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.349 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.556 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.372 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.158 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.375 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.465 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.465 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.465 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.265 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.498 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.621 2022-10-01 23:21:30,526 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 23:21:30,527 - mmdet - INFO - Epoch(val) [22][625] bbox_mAP: 0.3930, bbox_mAP_50: 0.5870, bbox_mAP_75: 0.4300, bbox_mAP_s: 0.2180, bbox_mAP_m: 0.4260, bbox_mAP_l: 0.5210, bbox_mAP_copypaste: 0.393 0.587 0.430 0.218 0.426 0.521, segm_mAP: 0.3490, segm_mAP_50: 0.5560, segm_mAP_75: 0.3720, segm_mAP_s: 0.1580, segm_mAP_m: 0.3750, segm_mAP_l: 0.5150, segm_mAP_copypaste: 0.349 0.556 0.372 0.158 0.375 0.515 2022-10-01 23:21:44,306 - mmdet - INFO - Epoch [23][50/7330] lr: 2.000e-04, eta: 0:48:55, time: 0.275, data_time: 0.091, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0456, loss_cls: 0.1338, acc: 94.9946, loss_bbox: 0.1782, loss_mask: 0.2084, loss: 0.5800 2022-10-01 23:21:54,362 - mmdet - INFO - Epoch [23][100/7330] lr: 2.000e-04, eta: 0:48:45, time: 0.201, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0431, loss_cls: 0.1303, acc: 95.1997, loss_bbox: 0.1721, loss_mask: 0.2088, loss: 0.5685 2022-10-01 23:22:04,402 - mmdet - INFO - Epoch [23][150/7330] lr: 2.000e-04, eta: 0:48:35, time: 0.201, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0441, loss_cls: 0.1314, acc: 95.1272, loss_bbox: 0.1738, loss_mask: 0.2134, loss: 0.5775 2022-10-01 23:22:14,471 - mmdet - INFO - Epoch [23][200/7330] lr: 2.000e-04, eta: 0:48:25, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0446, loss_cls: 0.1314, acc: 95.2209, loss_bbox: 0.1739, loss_mask: 0.2104, loss: 0.5743 2022-10-01 23:22:24,565 - mmdet - INFO - Epoch [23][250/7330] lr: 2.000e-04, eta: 0:48:15, time: 0.202, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0438, loss_cls: 0.1318, acc: 95.0696, loss_bbox: 0.1716, loss_mask: 0.2099, loss: 0.5715 2022-10-01 23:22:35,020 - mmdet - INFO - Epoch [23][300/7330] lr: 2.000e-04, eta: 0:48:05, time: 0.209, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0432, loss_cls: 0.1333, acc: 95.0718, loss_bbox: 0.1782, loss_mask: 0.2092, loss: 0.5775 2022-10-01 23:22:44,837 - mmdet - INFO - Epoch [23][350/7330] lr: 2.000e-04, eta: 0:47:55, time: 0.196, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0426, loss_cls: 0.1324, acc: 95.1707, loss_bbox: 0.1732, loss_mask: 0.2126, loss: 0.5744 2022-10-01 23:22:55,113 - mmdet - INFO - Epoch [23][400/7330] lr: 2.000e-04, eta: 0:47:45, time: 0.206, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0432, loss_cls: 0.1381, acc: 94.8191, loss_bbox: 0.1787, loss_mask: 0.2117, loss: 0.5869 2022-10-01 23:23:05,534 - mmdet - INFO - Epoch [23][450/7330] lr: 2.000e-04, eta: 0:47:35, time: 0.208, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0457, loss_cls: 0.1341, acc: 95.0044, loss_bbox: 0.1764, loss_mask: 0.2152, loss: 0.5864 2022-10-01 23:23:15,807 - mmdet - INFO - Epoch [23][500/7330] lr: 2.000e-04, eta: 0:47:25, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0443, loss_cls: 0.1289, acc: 95.1672, loss_bbox: 0.1662, loss_mask: 0.2042, loss: 0.5581 2022-10-01 23:23:25,760 - mmdet - INFO - Epoch [23][550/7330] lr: 2.000e-04, eta: 0:47:15, time: 0.199, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0412, loss_cls: 0.1281, acc: 95.2119, loss_bbox: 0.1660, loss_mask: 0.2086, loss: 0.5566 2022-10-01 23:23:36,492 - mmdet - INFO - Epoch [23][600/7330] lr: 2.000e-04, eta: 0:47:05, time: 0.215, data_time: 0.023, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0436, loss_cls: 0.1321, acc: 95.0615, loss_bbox: 0.1737, loss_mask: 0.2045, loss: 0.5682 2022-10-01 23:23:46,527 - mmdet - INFO - Epoch [23][650/7330] lr: 2.000e-04, eta: 0:46:55, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0441, loss_cls: 0.1354, acc: 94.9719, loss_bbox: 0.1795, loss_mask: 0.2150, loss: 0.5872 2022-10-01 23:23:56,806 - mmdet - INFO - Epoch [23][700/7330] lr: 2.000e-04, eta: 0:46:45, time: 0.206, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0442, loss_cls: 0.1336, acc: 95.0081, loss_bbox: 0.1776, loss_mask: 0.2107, loss: 0.5795 2022-10-01 23:24:07,278 - mmdet - INFO - Epoch [23][750/7330] lr: 2.000e-04, eta: 0:46:35, time: 0.209, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0443, loss_cls: 0.1373, acc: 94.8740, loss_bbox: 0.1812, loss_mask: 0.2160, loss: 0.5933 2022-10-01 23:24:17,377 - mmdet - INFO - Epoch [23][800/7330] lr: 2.000e-04, eta: 0:46:25, time: 0.202, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0437, loss_cls: 0.1352, acc: 94.9209, loss_bbox: 0.1756, loss_mask: 0.2122, loss: 0.5797 2022-10-01 23:24:27,660 - mmdet - INFO - Epoch [23][850/7330] lr: 2.000e-04, eta: 0:46:15, time: 0.206, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0478, loss_cls: 0.1424, acc: 94.7349, loss_bbox: 0.1840, loss_mask: 0.2138, loss: 0.6030 2022-10-01 23:24:37,920 - mmdet - INFO - Epoch [23][900/7330] lr: 2.000e-04, eta: 0:46:05, time: 0.205, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0440, loss_cls: 0.1350, acc: 94.9944, loss_bbox: 0.1759, loss_mask: 0.2129, loss: 0.5815 2022-10-01 23:24:48,446 - mmdet - INFO - Epoch [23][950/7330] lr: 2.000e-04, eta: 0:45:55, time: 0.211, data_time: 0.025, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0445, loss_cls: 0.1307, acc: 95.0940, loss_bbox: 0.1754, loss_mask: 0.2097, loss: 0.5747 2022-10-01 23:24:58,618 - mmdet - INFO - Epoch [23][1000/7330] lr: 2.000e-04, eta: 0:45:45, time: 0.203, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0441, loss_cls: 0.1293, acc: 95.1294, loss_bbox: 0.1729, loss_mask: 0.2100, loss: 0.5693 2022-10-01 23:25:08,660 - mmdet - INFO - Epoch [23][1050/7330] lr: 2.000e-04, eta: 0:45:35, time: 0.201, data_time: 0.024, memory: 5000, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0430, loss_cls: 0.1226, acc: 95.4390, loss_bbox: 0.1666, loss_mask: 0.2101, loss: 0.5551 2022-10-01 23:25:19,264 - mmdet - INFO - Epoch [23][1100/7330] lr: 2.000e-04, eta: 0:45:25, time: 0.212, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0441, loss_cls: 0.1342, acc: 95.0247, loss_bbox: 0.1742, loss_mask: 0.2123, loss: 0.5791 2022-10-01 23:25:29,297 - mmdet - INFO - Epoch [23][1150/7330] lr: 2.000e-04, eta: 0:45:15, time: 0.201, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0446, loss_cls: 0.1279, acc: 95.2764, loss_bbox: 0.1685, loss_mask: 0.2087, loss: 0.5632 2022-10-01 23:25:39,795 - mmdet - INFO - Epoch [23][1200/7330] lr: 2.000e-04, eta: 0:45:05, time: 0.210, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0456, loss_cls: 0.1323, acc: 95.1377, loss_bbox: 0.1757, loss_mask: 0.2165, loss: 0.5844 2022-10-01 23:25:49,817 - mmdet - INFO - Epoch [23][1250/7330] lr: 2.000e-04, eta: 0:44:55, time: 0.200, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0444, loss_cls: 0.1299, acc: 95.1936, loss_bbox: 0.1706, loss_mask: 0.2141, loss: 0.5722 2022-10-01 23:26:00,196 - mmdet - INFO - Epoch [23][1300/7330] lr: 2.000e-04, eta: 0:44:45, time: 0.208, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0450, loss_cls: 0.1405, acc: 94.7781, loss_bbox: 0.1861, loss_mask: 0.2175, loss: 0.6046 2022-10-01 23:26:10,039 - mmdet - INFO - Epoch [23][1350/7330] lr: 2.000e-04, eta: 0:44:35, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0452, loss_cls: 0.1300, acc: 95.1426, loss_bbox: 0.1726, loss_mask: 0.2106, loss: 0.5730 2022-10-01 23:26:20,286 - mmdet - INFO - Epoch [23][1400/7330] lr: 2.000e-04, eta: 0:44:25, time: 0.205, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0434, loss_cls: 0.1343, acc: 94.9656, loss_bbox: 0.1771, loss_mask: 0.2135, loss: 0.5828 2022-10-01 23:26:30,587 - mmdet - INFO - Epoch [23][1450/7330] lr: 2.000e-04, eta: 0:44:15, time: 0.206, data_time: 0.024, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0443, loss_cls: 0.1309, acc: 95.1223, loss_bbox: 0.1743, loss_mask: 0.2085, loss: 0.5712 2022-10-01 23:26:40,887 - mmdet - INFO - Epoch [23][1500/7330] lr: 2.000e-04, eta: 0:44:05, time: 0.206, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0440, loss_cls: 0.1310, acc: 95.0894, loss_bbox: 0.1739, loss_mask: 0.2083, loss: 0.5711 2022-10-01 23:26:50,956 - mmdet - INFO - Epoch [23][1550/7330] lr: 2.000e-04, eta: 0:43:55, time: 0.201, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0431, loss_cls: 0.1275, acc: 95.2607, loss_bbox: 0.1662, loss_mask: 0.2065, loss: 0.5567 2022-10-01 23:27:01,105 - mmdet - INFO - Epoch [23][1600/7330] lr: 2.000e-04, eta: 0:43:45, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0460, loss_cls: 0.1314, acc: 95.0620, loss_bbox: 0.1795, loss_mask: 0.2151, loss: 0.5854 2022-10-01 23:27:11,465 - mmdet - INFO - Epoch [23][1650/7330] lr: 2.000e-04, eta: 0:43:35, time: 0.207, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0428, loss_cls: 0.1313, acc: 95.1760, loss_bbox: 0.1725, loss_mask: 0.2075, loss: 0.5677 2022-10-01 23:27:21,666 - mmdet - INFO - Epoch [23][1700/7330] lr: 2.000e-04, eta: 0:43:25, time: 0.204, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0454, loss_cls: 0.1346, acc: 95.0029, loss_bbox: 0.1729, loss_mask: 0.2132, loss: 0.5810 2022-10-01 23:27:32,184 - mmdet - INFO - Epoch [23][1750/7330] lr: 2.000e-04, eta: 0:43:15, time: 0.210, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0455, loss_cls: 0.1364, acc: 94.9375, loss_bbox: 0.1794, loss_mask: 0.2153, loss: 0.5910 2022-10-01 23:27:42,630 - mmdet - INFO - Epoch [23][1800/7330] lr: 2.000e-04, eta: 0:43:05, time: 0.209, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0456, loss_cls: 0.1338, acc: 94.9966, loss_bbox: 0.1745, loss_mask: 0.2119, loss: 0.5797 2022-10-01 23:27:52,555 - mmdet - INFO - Epoch [23][1850/7330] lr: 2.000e-04, eta: 0:42:55, time: 0.198, data_time: 0.025, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0399, loss_cls: 0.1210, acc: 95.5222, loss_bbox: 0.1648, loss_mask: 0.2075, loss: 0.5469 2022-10-01 23:28:02,695 - mmdet - INFO - Epoch [23][1900/7330] lr: 2.000e-04, eta: 0:42:45, time: 0.203, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0415, loss_cls: 0.1272, acc: 95.3215, loss_bbox: 0.1691, loss_mask: 0.2083, loss: 0.5589 2022-10-01 23:28:12,737 - mmdet - INFO - Epoch [23][1950/7330] lr: 2.000e-04, eta: 0:42:34, time: 0.201, data_time: 0.024, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0418, loss_cls: 0.1286, acc: 95.2598, loss_bbox: 0.1655, loss_mask: 0.2093, loss: 0.5596 2022-10-01 23:28:22,785 - mmdet - INFO - Epoch [23][2000/7330] lr: 2.000e-04, eta: 0:42:24, time: 0.201, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0441, loss_cls: 0.1263, acc: 95.3586, loss_bbox: 0.1667, loss_mask: 0.2084, loss: 0.5585 2022-10-01 23:28:32,835 - mmdet - INFO - Epoch [23][2050/7330] lr: 2.000e-04, eta: 0:42:14, time: 0.201, data_time: 0.023, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0455, loss_cls: 0.1303, acc: 95.1855, loss_bbox: 0.1695, loss_mask: 0.2093, loss: 0.5683 2022-10-01 23:28:43,211 - mmdet - INFO - Epoch [23][2100/7330] lr: 2.000e-04, eta: 0:42:04, time: 0.207, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0446, loss_cls: 0.1337, acc: 94.9375, loss_bbox: 0.1802, loss_mask: 0.2111, loss: 0.5831 2022-10-01 23:28:53,028 - mmdet - INFO - Epoch [23][2150/7330] lr: 2.000e-04, eta: 0:41:54, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0430, loss_cls: 0.1306, acc: 95.2151, loss_bbox: 0.1706, loss_mask: 0.2122, loss: 0.5699 2022-10-01 23:29:03,159 - mmdet - INFO - Epoch [23][2200/7330] lr: 2.000e-04, eta: 0:41:44, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0414, loss_cls: 0.1285, acc: 95.1372, loss_bbox: 0.1705, loss_mask: 0.2088, loss: 0.5624 2022-10-01 23:29:13,574 - mmdet - INFO - Epoch [23][2250/7330] lr: 2.000e-04, eta: 0:41:34, time: 0.208, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0452, loss_cls: 0.1382, acc: 94.8374, loss_bbox: 0.1778, loss_mask: 0.2143, loss: 0.5909 2022-10-01 23:29:23,848 - mmdet - INFO - Epoch [23][2300/7330] lr: 2.000e-04, eta: 0:41:24, time: 0.206, data_time: 0.026, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0454, loss_cls: 0.1316, acc: 95.1147, loss_bbox: 0.1764, loss_mask: 0.2153, loss: 0.5822 2022-10-01 23:29:33,721 - mmdet - INFO - Epoch [23][2350/7330] lr: 2.000e-04, eta: 0:41:14, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0427, loss_cls: 0.1272, acc: 95.3022, loss_bbox: 0.1701, loss_mask: 0.2105, loss: 0.5641 2022-10-01 23:29:44,067 - mmdet - INFO - Epoch [23][2400/7330] lr: 2.000e-04, eta: 0:41:04, time: 0.207, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0434, loss_cls: 0.1327, acc: 95.1667, loss_bbox: 0.1711, loss_mask: 0.2104, loss: 0.5726 2022-10-01 23:29:54,105 - mmdet - INFO - Epoch [23][2450/7330] lr: 2.000e-04, eta: 0:40:54, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0441, loss_cls: 0.1364, acc: 94.8853, loss_bbox: 0.1777, loss_mask: 0.2129, loss: 0.5862 2022-10-01 23:30:04,206 - mmdet - INFO - Epoch [23][2500/7330] lr: 2.000e-04, eta: 0:40:44, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0442, loss_cls: 0.1309, acc: 95.0752, loss_bbox: 0.1720, loss_mask: 0.2120, loss: 0.5731 2022-10-01 23:30:13,999 - mmdet - INFO - Epoch [23][2550/7330] lr: 2.000e-04, eta: 0:40:34, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0414, loss_cls: 0.1258, acc: 95.3083, loss_bbox: 0.1720, loss_mask: 0.2141, loss: 0.5661 2022-10-01 23:30:24,564 - mmdet - INFO - Epoch [23][2600/7330] lr: 2.000e-04, eta: 0:40:24, time: 0.211, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0452, loss_cls: 0.1415, acc: 94.6528, loss_bbox: 0.1870, loss_mask: 0.2188, loss: 0.6076 2022-10-01 23:30:35,343 - mmdet - INFO - Epoch [23][2650/7330] lr: 2.000e-04, eta: 0:40:14, time: 0.216, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0454, loss_cls: 0.1312, acc: 95.1008, loss_bbox: 0.1754, loss_mask: 0.2155, loss: 0.5831 2022-10-01 23:30:45,420 - mmdet - INFO - Epoch [23][2700/7330] lr: 2.000e-04, eta: 0:40:04, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0436, loss_cls: 0.1273, acc: 95.2461, loss_bbox: 0.1718, loss_mask: 0.2112, loss: 0.5678 2022-10-01 23:30:55,478 - mmdet - INFO - Epoch [23][2750/7330] lr: 2.000e-04, eta: 0:39:54, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0438, loss_cls: 0.1295, acc: 95.1284, loss_bbox: 0.1684, loss_mask: 0.2067, loss: 0.5614 2022-10-01 23:31:05,900 - mmdet - INFO - Epoch [23][2800/7330] lr: 2.000e-04, eta: 0:39:44, time: 0.208, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0440, loss_cls: 0.1346, acc: 95.0891, loss_bbox: 0.1766, loss_mask: 0.2137, loss: 0.5833 2022-10-01 23:31:16,371 - mmdet - INFO - Epoch [23][2850/7330] lr: 2.000e-04, eta: 0:39:34, time: 0.209, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0457, loss_cls: 0.1368, acc: 94.9626, loss_bbox: 0.1754, loss_mask: 0.2128, loss: 0.5860 2022-10-01 23:31:26,383 - mmdet - INFO - Epoch [23][2900/7330] lr: 2.000e-04, eta: 0:39:24, time: 0.200, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0450, loss_cls: 0.1297, acc: 95.1755, loss_bbox: 0.1677, loss_mask: 0.2095, loss: 0.5655 2022-10-01 23:31:36,508 - mmdet - INFO - Epoch [23][2950/7330] lr: 2.000e-04, eta: 0:39:14, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0460, loss_cls: 0.1352, acc: 94.9551, loss_bbox: 0.1777, loss_mask: 0.2091, loss: 0.5824 2022-10-01 23:31:46,459 - mmdet - INFO - Epoch [23][3000/7330] lr: 2.000e-04, eta: 0:39:04, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0451, loss_cls: 0.1361, acc: 94.9448, loss_bbox: 0.1741, loss_mask: 0.2127, loss: 0.5824 2022-10-01 23:31:56,290 - mmdet - INFO - Epoch [23][3050/7330] lr: 2.000e-04, eta: 0:38:54, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0445, loss_cls: 0.1318, acc: 95.1169, loss_bbox: 0.1740, loss_mask: 0.2126, loss: 0.5767 2022-10-01 23:32:06,320 - mmdet - INFO - Epoch [23][3100/7330] lr: 2.000e-04, eta: 0:38:44, time: 0.201, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0424, loss_cls: 0.1272, acc: 95.2703, loss_bbox: 0.1714, loss_mask: 0.2108, loss: 0.5653 2022-10-01 23:32:16,028 - mmdet - INFO - Epoch [23][3150/7330] lr: 2.000e-04, eta: 0:38:34, time: 0.194, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0417, loss_cls: 0.1306, acc: 95.2229, loss_bbox: 0.1714, loss_mask: 0.2081, loss: 0.5655 2022-10-01 23:32:26,275 - mmdet - INFO - Epoch [23][3200/7330] lr: 2.000e-04, eta: 0:38:24, time: 0.205, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0452, loss_cls: 0.1341, acc: 95.0330, loss_bbox: 0.1751, loss_mask: 0.2117, loss: 0.5803 2022-10-01 23:32:36,624 - mmdet - INFO - Epoch [23][3250/7330] lr: 2.000e-04, eta: 0:38:14, time: 0.207, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0480, loss_cls: 0.1451, acc: 94.6780, loss_bbox: 0.1871, loss_mask: 0.2198, loss: 0.6155 2022-10-01 23:32:46,875 - mmdet - INFO - Epoch [23][3300/7330] lr: 2.000e-04, eta: 0:38:04, time: 0.205, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0466, loss_cls: 0.1369, acc: 94.9238, loss_bbox: 0.1795, loss_mask: 0.2200, loss: 0.5979 2022-10-01 23:32:57,001 - mmdet - INFO - Epoch [23][3350/7330] lr: 2.000e-04, eta: 0:37:53, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0443, loss_cls: 0.1277, acc: 95.2698, loss_bbox: 0.1689, loss_mask: 0.2082, loss: 0.5636 2022-10-01 23:33:06,958 - mmdet - INFO - Epoch [23][3400/7330] lr: 2.000e-04, eta: 0:37:43, time: 0.199, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0432, loss_cls: 0.1336, acc: 95.0381, loss_bbox: 0.1771, loss_mask: 0.2193, loss: 0.5868 2022-10-01 23:33:17,034 - mmdet - INFO - Epoch [23][3450/7330] lr: 2.000e-04, eta: 0:37:33, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0449, loss_cls: 0.1307, acc: 95.1096, loss_bbox: 0.1717, loss_mask: 0.2146, loss: 0.5759 2022-10-01 23:33:26,939 - mmdet - INFO - Epoch [23][3500/7330] lr: 2.000e-04, eta: 0:37:23, time: 0.198, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0439, loss_cls: 0.1271, acc: 95.3291, loss_bbox: 0.1693, loss_mask: 0.2097, loss: 0.5645 2022-10-01 23:33:36,902 - mmdet - INFO - Epoch [23][3550/7330] lr: 2.000e-04, eta: 0:37:13, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0442, loss_cls: 0.1268, acc: 95.2896, loss_bbox: 0.1710, loss_mask: 0.2127, loss: 0.5685 2022-10-01 23:33:46,888 - mmdet - INFO - Epoch [23][3600/7330] lr: 2.000e-04, eta: 0:37:03, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0444, loss_cls: 0.1316, acc: 95.1038, loss_bbox: 0.1752, loss_mask: 0.2105, loss: 0.5760 2022-10-01 23:33:56,751 - mmdet - INFO - Epoch [23][3650/7330] lr: 2.000e-04, eta: 0:36:53, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0435, loss_cls: 0.1255, acc: 95.3491, loss_bbox: 0.1695, loss_mask: 0.2066, loss: 0.5580 2022-10-01 23:34:06,790 - mmdet - INFO - Epoch [23][3700/7330] lr: 2.000e-04, eta: 0:36:43, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0438, loss_cls: 0.1333, acc: 94.9883, loss_bbox: 0.1751, loss_mask: 0.2115, loss: 0.5769 2022-10-01 23:34:16,988 - mmdet - INFO - Epoch [23][3750/7330] lr: 2.000e-04, eta: 0:36:33, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0464, loss_cls: 0.1368, acc: 94.9229, loss_bbox: 0.1785, loss_mask: 0.2137, loss: 0.5889 2022-10-01 23:34:26,977 - mmdet - INFO - Epoch [23][3800/7330] lr: 2.000e-04, eta: 0:36:23, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0433, loss_cls: 0.1281, acc: 95.3171, loss_bbox: 0.1743, loss_mask: 0.2107, loss: 0.5701 2022-10-01 23:34:36,911 - mmdet - INFO - Epoch [23][3850/7330] lr: 2.000e-04, eta: 0:36:13, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0433, loss_cls: 0.1282, acc: 95.2488, loss_bbox: 0.1674, loss_mask: 0.2106, loss: 0.5627 2022-10-01 23:34:46,789 - mmdet - INFO - Epoch [23][3900/7330] lr: 2.000e-04, eta: 0:36:03, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0427, loss_cls: 0.1317, acc: 95.0771, loss_bbox: 0.1760, loss_mask: 0.2131, loss: 0.5783 2022-10-01 23:34:56,672 - mmdet - INFO - Epoch [23][3950/7330] lr: 2.000e-04, eta: 0:35:53, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0418, loss_cls: 0.1285, acc: 95.2195, loss_bbox: 0.1706, loss_mask: 0.2142, loss: 0.5683 2022-10-01 23:35:06,606 - mmdet - INFO - Epoch [23][4000/7330] lr: 2.000e-04, eta: 0:35:43, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0428, loss_cls: 0.1350, acc: 95.0427, loss_bbox: 0.1753, loss_mask: 0.2077, loss: 0.5753 2022-10-01 23:35:16,624 - mmdet - INFO - Epoch [23][4050/7330] lr: 2.000e-04, eta: 0:35:33, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0442, loss_cls: 0.1369, acc: 94.9341, loss_bbox: 0.1772, loss_mask: 0.2131, loss: 0.5856 2022-10-01 23:35:26,564 - mmdet - INFO - Epoch [23][4100/7330] lr: 2.000e-04, eta: 0:35:22, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0447, loss_cls: 0.1308, acc: 95.1121, loss_bbox: 0.1767, loss_mask: 0.2142, loss: 0.5804 2022-10-01 23:35:36,527 - mmdet - INFO - Epoch [23][4150/7330] lr: 2.000e-04, eta: 0:35:12, time: 0.199, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0433, loss_cls: 0.1326, acc: 95.0337, loss_bbox: 0.1719, loss_mask: 0.2119, loss: 0.5734 2022-10-01 23:35:46,353 - mmdet - INFO - Epoch [23][4200/7330] lr: 2.000e-04, eta: 0:35:02, time: 0.196, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0441, loss_cls: 0.1368, acc: 94.8677, loss_bbox: 0.1789, loss_mask: 0.2137, loss: 0.5878 2022-10-01 23:35:56,487 - mmdet - INFO - Epoch [23][4250/7330] lr: 2.000e-04, eta: 0:34:52, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0434, loss_cls: 0.1260, acc: 95.3276, loss_bbox: 0.1676, loss_mask: 0.2049, loss: 0.5558 2022-10-01 23:36:06,754 - mmdet - INFO - Epoch [23][4300/7330] lr: 2.000e-04, eta: 0:34:42, time: 0.205, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0454, loss_cls: 0.1308, acc: 95.1406, loss_bbox: 0.1752, loss_mask: 0.2148, loss: 0.5797 2022-10-01 23:36:16,866 - mmdet - INFO - Epoch [23][4350/7330] lr: 2.000e-04, eta: 0:34:32, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0435, loss_cls: 0.1366, acc: 94.9004, loss_bbox: 0.1793, loss_mask: 0.2091, loss: 0.5830 2022-10-01 23:36:26,932 - mmdet - INFO - Epoch [23][4400/7330] lr: 2.000e-04, eta: 0:34:22, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0456, loss_cls: 0.1333, acc: 95.0466, loss_bbox: 0.1808, loss_mask: 0.2144, loss: 0.5886 2022-10-01 23:36:36,678 - mmdet - INFO - Epoch [23][4450/7330] lr: 2.000e-04, eta: 0:34:12, time: 0.195, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0409, loss_cls: 0.1274, acc: 95.2312, loss_bbox: 0.1691, loss_mask: 0.2097, loss: 0.5601 2022-10-01 23:36:46,955 - mmdet - INFO - Epoch [23][4500/7330] lr: 2.000e-04, eta: 0:34:02, time: 0.206, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0473, loss_cls: 0.1391, acc: 94.7781, loss_bbox: 0.1817, loss_mask: 0.2138, loss: 0.5963 2022-10-01 23:36:56,994 - mmdet - INFO - Epoch [23][4550/7330] lr: 2.000e-04, eta: 0:33:52, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0450, loss_cls: 0.1351, acc: 95.0237, loss_bbox: 0.1793, loss_mask: 0.2169, loss: 0.5911 2022-10-01 23:37:06,691 - mmdet - INFO - Epoch [23][4600/7330] lr: 2.000e-04, eta: 0:33:42, time: 0.194, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0406, loss_cls: 0.1231, acc: 95.4543, loss_bbox: 0.1630, loss_mask: 0.2064, loss: 0.5457 2022-10-01 23:37:16,476 - mmdet - INFO - Epoch [23][4650/7330] lr: 2.000e-04, eta: 0:33:32, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0435, loss_cls: 0.1331, acc: 95.0103, loss_bbox: 0.1716, loss_mask: 0.2100, loss: 0.5714 2022-10-01 23:37:26,380 - mmdet - INFO - Epoch [23][4700/7330] lr: 2.000e-04, eta: 0:33:22, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0448, loss_cls: 0.1340, acc: 94.9719, loss_bbox: 0.1803, loss_mask: 0.2126, loss: 0.5851 2022-10-01 23:37:36,386 - mmdet - INFO - Epoch [23][4750/7330] lr: 2.000e-04, eta: 0:33:12, time: 0.200, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0458, loss_cls: 0.1327, acc: 95.0945, loss_bbox: 0.1740, loss_mask: 0.2155, loss: 0.5822 2022-10-01 23:37:46,290 - mmdet - INFO - Epoch [23][4800/7330] lr: 2.000e-04, eta: 0:33:02, time: 0.198, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0411, loss_cls: 0.1281, acc: 95.2744, loss_bbox: 0.1678, loss_mask: 0.2097, loss: 0.5612 2022-10-01 23:37:56,424 - mmdet - INFO - Epoch [23][4850/7330] lr: 2.000e-04, eta: 0:32:52, time: 0.203, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0460, loss_cls: 0.1403, acc: 94.8679, loss_bbox: 0.1827, loss_mask: 0.2157, loss: 0.6002 2022-10-01 23:38:06,181 - mmdet - INFO - Epoch [23][4900/7330] lr: 2.000e-04, eta: 0:32:42, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0416, loss_cls: 0.1309, acc: 95.1541, loss_bbox: 0.1752, loss_mask: 0.2118, loss: 0.5726 2022-10-01 23:38:16,088 - mmdet - INFO - Epoch [23][4950/7330] lr: 2.000e-04, eta: 0:32:31, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0454, loss_cls: 0.1352, acc: 94.9482, loss_bbox: 0.1821, loss_mask: 0.2122, loss: 0.5892 2022-10-01 23:38:26,197 - mmdet - INFO - Epoch [23][5000/7330] lr: 2.000e-04, eta: 0:32:21, time: 0.202, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0454, loss_cls: 0.1338, acc: 94.9910, loss_bbox: 0.1802, loss_mask: 0.2155, loss: 0.5896 2022-10-01 23:38:36,636 - mmdet - INFO - Epoch [23][5050/7330] lr: 2.000e-04, eta: 0:32:11, time: 0.209, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0430, loss_cls: 0.1351, acc: 94.9280, loss_bbox: 0.1780, loss_mask: 0.2135, loss: 0.5845 2022-10-01 23:38:46,209 - mmdet - INFO - Epoch [23][5100/7330] lr: 2.000e-04, eta: 0:32:01, time: 0.191, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0443, loss_cls: 0.1337, acc: 95.0742, loss_bbox: 0.1729, loss_mask: 0.2131, loss: 0.5783 2022-10-01 23:38:55,987 - mmdet - INFO - Epoch [23][5150/7330] lr: 2.000e-04, eta: 0:31:51, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0454, loss_cls: 0.1329, acc: 95.1167, loss_bbox: 0.1715, loss_mask: 0.2120, loss: 0.5760 2022-10-01 23:39:06,134 - mmdet - INFO - Epoch [23][5200/7330] lr: 2.000e-04, eta: 0:31:41, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0458, loss_cls: 0.1325, acc: 95.0393, loss_bbox: 0.1775, loss_mask: 0.2138, loss: 0.5836 2022-10-01 23:39:16,209 - mmdet - INFO - Epoch [23][5250/7330] lr: 2.000e-04, eta: 0:31:31, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0451, loss_cls: 0.1309, acc: 95.1277, loss_bbox: 0.1689, loss_mask: 0.2107, loss: 0.5693 2022-10-01 23:39:26,015 - mmdet - INFO - Epoch [23][5300/7330] lr: 2.000e-04, eta: 0:31:21, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0415, loss_cls: 0.1252, acc: 95.2893, loss_bbox: 0.1705, loss_mask: 0.2116, loss: 0.5618 2022-10-01 23:39:36,228 - mmdet - INFO - Epoch [23][5350/7330] lr: 2.000e-04, eta: 0:31:11, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0456, loss_cls: 0.1329, acc: 94.9763, loss_bbox: 0.1750, loss_mask: 0.2155, loss: 0.5837 2022-10-01 23:39:46,144 - mmdet - INFO - Epoch [23][5400/7330] lr: 2.000e-04, eta: 0:31:01, time: 0.198, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0463, loss_cls: 0.1375, acc: 94.8650, loss_bbox: 0.1791, loss_mask: 0.2163, loss: 0.5930 2022-10-01 23:39:56,071 - mmdet - INFO - Epoch [23][5450/7330] lr: 2.000e-04, eta: 0:30:51, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0414, loss_cls: 0.1276, acc: 95.2529, loss_bbox: 0.1658, loss_mask: 0.2051, loss: 0.5532 2022-10-01 23:40:06,008 - mmdet - INFO - Epoch [23][5500/7330] lr: 2.000e-04, eta: 0:30:41, time: 0.199, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0444, loss_cls: 0.1351, acc: 95.0374, loss_bbox: 0.1753, loss_mask: 0.2139, loss: 0.5821 2022-10-01 23:40:16,032 - mmdet - INFO - Epoch [23][5550/7330] lr: 2.000e-04, eta: 0:30:31, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0451, loss_cls: 0.1393, acc: 94.7881, loss_bbox: 0.1819, loss_mask: 0.2157, loss: 0.5967 2022-10-01 23:40:26,275 - mmdet - INFO - Epoch [23][5600/7330] lr: 2.000e-04, eta: 0:30:21, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0450, loss_cls: 0.1312, acc: 95.0825, loss_bbox: 0.1769, loss_mask: 0.2123, loss: 0.5800 2022-10-01 23:40:36,067 - mmdet - INFO - Epoch [23][5650/7330] lr: 2.000e-04, eta: 0:30:11, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0438, loss_cls: 0.1277, acc: 95.2886, loss_bbox: 0.1691, loss_mask: 0.2074, loss: 0.5610 2022-10-01 23:40:46,077 - mmdet - INFO - Epoch [23][5700/7330] lr: 2.000e-04, eta: 0:30:01, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0411, loss_cls: 0.1305, acc: 95.1318, loss_bbox: 0.1723, loss_mask: 0.2077, loss: 0.5647 2022-10-01 23:40:55,976 - mmdet - INFO - Epoch [23][5750/7330] lr: 2.000e-04, eta: 0:29:51, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0422, loss_cls: 0.1314, acc: 95.1057, loss_bbox: 0.1752, loss_mask: 0.2125, loss: 0.5749 2022-10-01 23:41:06,038 - mmdet - INFO - Epoch [23][5800/7330] lr: 2.000e-04, eta: 0:29:40, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0446, loss_cls: 0.1379, acc: 94.9324, loss_bbox: 0.1789, loss_mask: 0.2123, loss: 0.5887 2022-10-01 23:41:16,002 - mmdet - INFO - Epoch [23][5850/7330] lr: 2.000e-04, eta: 0:29:30, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0442, loss_cls: 0.1332, acc: 95.0803, loss_bbox: 0.1756, loss_mask: 0.2121, loss: 0.5783 2022-10-01 23:41:25,782 - mmdet - INFO - Epoch [23][5900/7330] lr: 2.000e-04, eta: 0:29:20, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0419, loss_cls: 0.1307, acc: 95.1140, loss_bbox: 0.1708, loss_mask: 0.2088, loss: 0.5649 2022-10-01 23:41:35,756 - mmdet - INFO - Epoch [23][5950/7330] lr: 2.000e-04, eta: 0:29:10, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0440, loss_cls: 0.1292, acc: 95.2456, loss_bbox: 0.1728, loss_mask: 0.2084, loss: 0.5684 2022-10-01 23:41:45,676 - mmdet - INFO - Epoch [23][6000/7330] lr: 2.000e-04, eta: 0:29:00, time: 0.198, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0451, loss_cls: 0.1393, acc: 94.8650, loss_bbox: 0.1773, loss_mask: 0.2155, loss: 0.5921 2022-10-01 23:41:55,876 - mmdet - INFO - Epoch [23][6050/7330] lr: 2.000e-04, eta: 0:28:50, time: 0.204, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0429, loss_cls: 0.1264, acc: 95.2717, loss_bbox: 0.1681, loss_mask: 0.2109, loss: 0.5616 2022-10-01 23:42:05,941 - mmdet - INFO - Epoch [23][6100/7330] lr: 2.000e-04, eta: 0:28:40, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0442, loss_cls: 0.1333, acc: 95.0701, loss_bbox: 0.1761, loss_mask: 0.2101, loss: 0.5776 2022-10-01 23:42:15,744 - mmdet - INFO - Epoch [23][6150/7330] lr: 2.000e-04, eta: 0:28:30, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0443, loss_cls: 0.1383, acc: 94.8406, loss_bbox: 0.1818, loss_mask: 0.2127, loss: 0.5907 2022-10-01 23:42:25,809 - mmdet - INFO - Epoch [23][6200/7330] lr: 2.000e-04, eta: 0:28:20, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0428, loss_cls: 0.1325, acc: 95.0752, loss_bbox: 0.1760, loss_mask: 0.2153, loss: 0.5803 2022-10-01 23:42:35,708 - mmdet - INFO - Epoch [23][6250/7330] lr: 2.000e-04, eta: 0:28:10, time: 0.198, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0451, loss_cls: 0.1272, acc: 95.2864, loss_bbox: 0.1725, loss_mask: 0.2126, loss: 0.5711 2022-10-01 23:42:45,683 - mmdet - INFO - Epoch [23][6300/7330] lr: 2.000e-04, eta: 0:28:00, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0422, loss_cls: 0.1346, acc: 95.0583, loss_bbox: 0.1753, loss_mask: 0.2133, loss: 0.5790 2022-10-01 23:42:55,651 - mmdet - INFO - Epoch [23][6350/7330] lr: 2.000e-04, eta: 0:27:50, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0460, loss_cls: 0.1370, acc: 94.9197, loss_bbox: 0.1817, loss_mask: 0.2150, loss: 0.5936 2022-10-01 23:43:06,089 - mmdet - INFO - Epoch [23][6400/7330] lr: 2.000e-04, eta: 0:27:40, time: 0.209, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0471, loss_cls: 0.1408, acc: 94.7637, loss_bbox: 0.1800, loss_mask: 0.2173, loss: 0.6011 2022-10-01 23:43:15,811 - mmdet - INFO - Epoch [23][6450/7330] lr: 2.000e-04, eta: 0:27:30, time: 0.194, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0433, loss_cls: 0.1270, acc: 95.2866, loss_bbox: 0.1696, loss_mask: 0.2098, loss: 0.5624 2022-10-01 23:43:26,227 - mmdet - INFO - Epoch [23][6500/7330] lr: 2.000e-04, eta: 0:27:20, time: 0.208, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0425, loss_cls: 0.1321, acc: 95.0891, loss_bbox: 0.1704, loss_mask: 0.2081, loss: 0.5679 2022-10-01 23:43:36,108 - mmdet - INFO - Epoch [23][6550/7330] lr: 2.000e-04, eta: 0:27:10, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0441, loss_cls: 0.1282, acc: 95.2761, loss_bbox: 0.1699, loss_mask: 0.2095, loss: 0.5643 2022-10-01 23:43:46,748 - mmdet - INFO - Epoch [23][6600/7330] lr: 2.000e-04, eta: 0:27:00, time: 0.213, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0475, loss_cls: 0.1394, acc: 94.8291, loss_bbox: 0.1835, loss_mask: 0.2159, loss: 0.6022 2022-10-01 23:43:56,988 - mmdet - INFO - Epoch [23][6650/7330] lr: 2.000e-04, eta: 0:26:50, time: 0.205, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0442, loss_cls: 0.1398, acc: 94.7996, loss_bbox: 0.1845, loss_mask: 0.2179, loss: 0.5997 2022-10-01 23:44:06,947 - mmdet - INFO - Epoch [23][6700/7330] lr: 2.000e-04, eta: 0:26:40, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0411, loss_cls: 0.1255, acc: 95.3347, loss_bbox: 0.1678, loss_mask: 0.2119, loss: 0.5596 2022-10-01 23:44:16,538 - mmdet - INFO - Epoch [23][6750/7330] lr: 2.000e-04, eta: 0:26:29, time: 0.192, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0439, loss_cls: 0.1292, acc: 95.1980, loss_bbox: 0.1713, loss_mask: 0.2081, loss: 0.5659 2022-10-01 23:44:26,594 - mmdet - INFO - Epoch [23][6800/7330] lr: 2.000e-04, eta: 0:26:19, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0428, loss_cls: 0.1315, acc: 95.0800, loss_bbox: 0.1740, loss_mask: 0.2123, loss: 0.5741 2022-10-01 23:44:37,038 - mmdet - INFO - Epoch [23][6850/7330] lr: 2.000e-04, eta: 0:26:09, time: 0.209, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0454, loss_cls: 0.1340, acc: 95.0435, loss_bbox: 0.1762, loss_mask: 0.2133, loss: 0.5839 2022-10-01 23:44:46,805 - mmdet - INFO - Epoch [23][6900/7330] lr: 2.000e-04, eta: 0:25:59, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0423, loss_cls: 0.1269, acc: 95.2874, loss_bbox: 0.1698, loss_mask: 0.2082, loss: 0.5603 2022-10-01 23:44:56,757 - mmdet - INFO - Epoch [23][6950/7330] lr: 2.000e-04, eta: 0:25:49, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0453, loss_cls: 0.1335, acc: 95.0471, loss_bbox: 0.1743, loss_mask: 0.2117, loss: 0.5796 2022-10-01 23:45:06,725 - mmdet - INFO - Epoch [23][7000/7330] lr: 2.000e-04, eta: 0:25:39, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0444, loss_cls: 0.1309, acc: 95.1479, loss_bbox: 0.1725, loss_mask: 0.2124, loss: 0.5740 2022-10-01 23:45:17,089 - mmdet - INFO - Epoch [23][7050/7330] lr: 2.000e-04, eta: 0:25:29, time: 0.207, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0447, loss_cls: 0.1295, acc: 95.2449, loss_bbox: 0.1706, loss_mask: 0.2070, loss: 0.5658 2022-10-01 23:45:26,981 - mmdet - INFO - Epoch [23][7100/7330] lr: 2.000e-04, eta: 0:25:19, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0430, loss_cls: 0.1333, acc: 95.0867, loss_bbox: 0.1754, loss_mask: 0.2151, loss: 0.5803 2022-10-01 23:45:37,120 - mmdet - INFO - Epoch [23][7150/7330] lr: 2.000e-04, eta: 0:25:09, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0466, loss_cls: 0.1377, acc: 94.9305, loss_bbox: 0.1794, loss_mask: 0.2139, loss: 0.5927 2022-10-01 23:45:47,250 - mmdet - INFO - Epoch [23][7200/7330] lr: 2.000e-04, eta: 0:24:59, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0450, loss_cls: 0.1335, acc: 95.0979, loss_bbox: 0.1775, loss_mask: 0.2151, loss: 0.5855 2022-10-01 23:45:57,261 - mmdet - INFO - Epoch [23][7250/7330] lr: 2.000e-04, eta: 0:24:49, time: 0.200, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0439, loss_cls: 0.1334, acc: 95.0574, loss_bbox: 0.1778, loss_mask: 0.2155, loss: 0.5846 2022-10-01 23:46:07,466 - mmdet - INFO - Epoch [23][7300/7330] lr: 2.000e-04, eta: 0:24:39, time: 0.204, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0451, loss_cls: 0.1362, acc: 94.9404, loss_bbox: 0.1777, loss_mask: 0.2158, loss: 0.5895 2022-10-01 23:46:13,909 - mmdet - INFO - Saving checkpoint at 23 epochs 2022-10-01 23:46:52,495 - mmdet - INFO - Evaluating bbox... 2022-10-01 23:47:17,464 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.393 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.585 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.429 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.214 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.423 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.523 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.307 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.679 2022-10-01 23:47:17,464 - mmdet - INFO - Evaluating segm... 2022-10-01 23:47:43,510 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.349 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.554 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.372 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.157 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.374 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.516 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.494 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.620 2022-10-01 23:47:43,883 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-01 23:47:43,884 - mmdet - INFO - Epoch(val) [23][625] bbox_mAP: 0.3930, bbox_mAP_50: 0.5850, bbox_mAP_75: 0.4290, bbox_mAP_s: 0.2140, bbox_mAP_m: 0.4230, bbox_mAP_l: 0.5230, bbox_mAP_copypaste: 0.393 0.585 0.429 0.214 0.423 0.523, segm_mAP: 0.3490, segm_mAP_50: 0.5540, segm_mAP_75: 0.3720, segm_mAP_s: 0.1570, segm_mAP_m: 0.3740, segm_mAP_l: 0.5160, segm_mAP_copypaste: 0.349 0.554 0.372 0.157 0.374 0.516 2022-10-01 23:47:57,034 - mmdet - INFO - Epoch [24][50/7330] lr: 2.000e-04, eta: 0:24:23, time: 0.263, data_time: 0.090, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0425, loss_cls: 0.1264, acc: 95.2979, loss_bbox: 0.1670, loss_mask: 0.2094, loss: 0.5593 2022-10-01 23:48:07,162 - mmdet - INFO - Epoch [24][100/7330] lr: 2.000e-04, eta: 0:24:13, time: 0.203, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0466, loss_cls: 0.1360, acc: 94.9990, loss_bbox: 0.1765, loss_mask: 0.2108, loss: 0.5843 2022-10-01 23:48:17,235 - mmdet - INFO - Epoch [24][150/7330] lr: 2.000e-04, eta: 0:24:03, time: 0.201, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0459, loss_cls: 0.1309, acc: 95.1111, loss_bbox: 0.1730, loss_mask: 0.2126, loss: 0.5773 2022-10-01 23:48:27,384 - mmdet - INFO - Epoch [24][200/7330] lr: 2.000e-04, eta: 0:23:52, time: 0.203, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0431, loss_cls: 0.1271, acc: 95.3687, loss_bbox: 0.1663, loss_mask: 0.2102, loss: 0.5600 2022-10-01 23:48:37,616 - mmdet - INFO - Epoch [24][250/7330] lr: 2.000e-04, eta: 0:23:42, time: 0.205, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0423, loss_cls: 0.1295, acc: 95.2803, loss_bbox: 0.1673, loss_mask: 0.2095, loss: 0.5627 2022-10-01 23:48:47,313 - mmdet - INFO - Epoch [24][300/7330] lr: 2.000e-04, eta: 0:23:32, time: 0.194, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0412, loss_cls: 0.1246, acc: 95.3293, loss_bbox: 0.1645, loss_mask: 0.2062, loss: 0.5501 2022-10-01 23:48:57,212 - mmdet - INFO - Epoch [24][350/7330] lr: 2.000e-04, eta: 0:23:22, time: 0.198, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0436, loss_cls: 0.1265, acc: 95.2305, loss_bbox: 0.1698, loss_mask: 0.2111, loss: 0.5644 2022-10-01 23:49:07,012 - mmdet - INFO - Epoch [24][400/7330] lr: 2.000e-04, eta: 0:23:12, time: 0.196, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0436, loss_cls: 0.1319, acc: 95.1052, loss_bbox: 0.1720, loss_mask: 0.2109, loss: 0.5720 2022-10-01 23:49:17,079 - mmdet - INFO - Epoch [24][450/7330] lr: 2.000e-04, eta: 0:23:02, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0451, loss_cls: 0.1299, acc: 95.2395, loss_bbox: 0.1735, loss_mask: 0.2116, loss: 0.5732 2022-10-01 23:49:27,211 - mmdet - INFO - Epoch [24][500/7330] lr: 2.000e-04, eta: 0:22:52, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0420, loss_cls: 0.1253, acc: 95.3552, loss_bbox: 0.1664, loss_mask: 0.2084, loss: 0.5548 2022-10-01 23:49:37,466 - mmdet - INFO - Epoch [24][550/7330] lr: 2.000e-04, eta: 0:22:42, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0408, loss_cls: 0.1194, acc: 95.5435, loss_bbox: 0.1614, loss_mask: 0.2081, loss: 0.5426 2022-10-01 23:49:47,694 - mmdet - INFO - Epoch [24][600/7330] lr: 2.000e-04, eta: 0:22:32, time: 0.205, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0462, loss_cls: 0.1336, acc: 95.0061, loss_bbox: 0.1746, loss_mask: 0.2110, loss: 0.5792 2022-10-01 23:49:57,897 - mmdet - INFO - Epoch [24][650/7330] lr: 2.000e-04, eta: 0:22:22, time: 0.204, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0458, loss_cls: 0.1413, acc: 94.8086, loss_bbox: 0.1832, loss_mask: 0.2150, loss: 0.5990 2022-10-01 23:50:08,026 - mmdet - INFO - Epoch [24][700/7330] lr: 2.000e-04, eta: 0:22:12, time: 0.203, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0439, loss_cls: 0.1298, acc: 95.1318, loss_bbox: 0.1751, loss_mask: 0.2102, loss: 0.5725 2022-10-01 23:50:18,409 - mmdet - INFO - Epoch [24][750/7330] lr: 2.000e-04, eta: 0:22:02, time: 0.208, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0438, loss_cls: 0.1342, acc: 94.9702, loss_bbox: 0.1788, loss_mask: 0.2132, loss: 0.5845 2022-10-01 23:50:28,547 - mmdet - INFO - Epoch [24][800/7330] lr: 2.000e-04, eta: 0:21:52, time: 0.203, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0443, loss_cls: 0.1316, acc: 95.1299, loss_bbox: 0.1758, loss_mask: 0.2148, loss: 0.5798 2022-10-01 23:50:38,604 - mmdet - INFO - Epoch [24][850/7330] lr: 2.000e-04, eta: 0:21:42, time: 0.201, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0460, loss_cls: 0.1314, acc: 95.1074, loss_bbox: 0.1756, loss_mask: 0.2144, loss: 0.5808 2022-10-01 23:50:48,649 - mmdet - INFO - Epoch [24][900/7330] lr: 2.000e-04, eta: 0:21:32, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0450, loss_cls: 0.1381, acc: 94.8594, loss_bbox: 0.1787, loss_mask: 0.2144, loss: 0.5901 2022-10-01 23:50:58,616 - mmdet - INFO - Epoch [24][950/7330] lr: 2.000e-04, eta: 0:21:22, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0451, loss_cls: 0.1345, acc: 94.9727, loss_bbox: 0.1819, loss_mask: 0.2182, loss: 0.5935 2022-10-01 23:51:08,720 - mmdet - INFO - Epoch [24][1000/7330] lr: 2.000e-04, eta: 0:21:12, time: 0.202, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0443, loss_cls: 0.1299, acc: 95.1133, loss_bbox: 0.1761, loss_mask: 0.2102, loss: 0.5744 2022-10-01 23:51:18,798 - mmdet - INFO - Epoch [24][1050/7330] lr: 2.000e-04, eta: 0:21:02, time: 0.202, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0449, loss_cls: 0.1381, acc: 94.9114, loss_bbox: 0.1855, loss_mask: 0.2163, loss: 0.5998 2022-10-01 23:51:28,612 - mmdet - INFO - Epoch [24][1100/7330] lr: 2.000e-04, eta: 0:20:52, time: 0.196, data_time: 0.041, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0422, loss_cls: 0.1348, acc: 95.0034, loss_bbox: 0.1752, loss_mask: 0.2131, loss: 0.5790 2022-10-01 23:51:38,648 - mmdet - INFO - Epoch [24][1150/7330] lr: 2.000e-04, eta: 0:20:42, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0437, loss_cls: 0.1262, acc: 95.3550, loss_bbox: 0.1666, loss_mask: 0.2111, loss: 0.5605 2022-10-01 23:51:48,935 - mmdet - INFO - Epoch [24][1200/7330] lr: 2.000e-04, eta: 0:20:32, time: 0.206, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0442, loss_cls: 0.1311, acc: 95.1106, loss_bbox: 0.1745, loss_mask: 0.2114, loss: 0.5744 2022-10-01 23:51:58,886 - mmdet - INFO - Epoch [24][1250/7330] lr: 2.000e-04, eta: 0:20:21, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0448, loss_cls: 0.1306, acc: 95.0728, loss_bbox: 0.1763, loss_mask: 0.2144, loss: 0.5793 2022-10-01 23:52:08,764 - mmdet - INFO - Epoch [24][1300/7330] lr: 2.000e-04, eta: 0:20:11, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0443, loss_cls: 0.1237, acc: 95.3867, loss_bbox: 0.1669, loss_mask: 0.2073, loss: 0.5550 2022-10-01 23:52:18,686 - mmdet - INFO - Epoch [24][1350/7330] lr: 2.000e-04, eta: 0:20:01, time: 0.198, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0427, loss_cls: 0.1283, acc: 95.2095, loss_bbox: 0.1707, loss_mask: 0.2143, loss: 0.5686 2022-10-01 23:52:28,759 - mmdet - INFO - Epoch [24][1400/7330] lr: 2.000e-04, eta: 0:19:51, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0477, loss_cls: 0.1342, acc: 95.0303, loss_bbox: 0.1752, loss_mask: 0.2117, loss: 0.5838 2022-10-01 23:52:38,769 - mmdet - INFO - Epoch [24][1450/7330] lr: 2.000e-04, eta: 0:19:41, time: 0.200, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0452, loss_cls: 0.1297, acc: 95.1670, loss_bbox: 0.1726, loss_mask: 0.2140, loss: 0.5752 2022-10-01 23:52:48,563 - mmdet - INFO - Epoch [24][1500/7330] lr: 2.000e-04, eta: 0:19:31, time: 0.196, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0435, loss_cls: 0.1258, acc: 95.3276, loss_bbox: 0.1695, loss_mask: 0.2092, loss: 0.5622 2022-10-01 23:52:58,566 - mmdet - INFO - Epoch [24][1550/7330] lr: 2.000e-04, eta: 0:19:21, time: 0.200, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0426, loss_cls: 0.1346, acc: 94.9763, loss_bbox: 0.1752, loss_mask: 0.2133, loss: 0.5799 2022-10-01 23:53:08,890 - mmdet - INFO - Epoch [24][1600/7330] lr: 2.000e-04, eta: 0:19:11, time: 0.206, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0432, loss_cls: 0.1278, acc: 95.2190, loss_bbox: 0.1728, loss_mask: 0.2090, loss: 0.5669 2022-10-01 23:53:18,780 - mmdet - INFO - Epoch [24][1650/7330] lr: 2.000e-04, eta: 0:19:01, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0450, loss_cls: 0.1285, acc: 95.2168, loss_bbox: 0.1731, loss_mask: 0.2092, loss: 0.5700 2022-10-01 23:53:28,561 - mmdet - INFO - Epoch [24][1700/7330] lr: 2.000e-04, eta: 0:18:51, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0443, loss_cls: 0.1305, acc: 95.1013, loss_bbox: 0.1740, loss_mask: 0.2136, loss: 0.5766 2022-10-01 23:53:38,429 - mmdet - INFO - Epoch [24][1750/7330] lr: 2.000e-04, eta: 0:18:41, time: 0.197, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0424, loss_cls: 0.1249, acc: 95.3413, loss_bbox: 0.1697, loss_mask: 0.2084, loss: 0.5578 2022-10-01 23:53:48,247 - mmdet - INFO - Epoch [24][1800/7330] lr: 2.000e-04, eta: 0:18:31, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0450, loss_cls: 0.1325, acc: 95.1240, loss_bbox: 0.1780, loss_mask: 0.2166, loss: 0.5859 2022-10-01 23:53:58,462 - mmdet - INFO - Epoch [24][1850/7330] lr: 2.000e-04, eta: 0:18:21, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0440, loss_cls: 0.1334, acc: 95.0408, loss_bbox: 0.1734, loss_mask: 0.2122, loss: 0.5775 2022-10-01 23:54:08,525 - mmdet - INFO - Epoch [24][1900/7330] lr: 2.000e-04, eta: 0:18:11, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0455, loss_cls: 0.1324, acc: 95.1218, loss_bbox: 0.1788, loss_mask: 0.2151, loss: 0.5854 2022-10-01 23:54:18,435 - mmdet - INFO - Epoch [24][1950/7330] lr: 2.000e-04, eta: 0:18:01, time: 0.198, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0437, loss_cls: 0.1380, acc: 94.8640, loss_bbox: 0.1844, loss_mask: 0.2152, loss: 0.5958 2022-10-01 23:54:28,579 - mmdet - INFO - Epoch [24][2000/7330] lr: 2.000e-04, eta: 0:17:51, time: 0.203, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0447, loss_cls: 0.1296, acc: 95.0732, loss_bbox: 0.1736, loss_mask: 0.2095, loss: 0.5721 2022-10-01 23:54:38,587 - mmdet - INFO - Epoch [24][2050/7330] lr: 2.000e-04, eta: 0:17:41, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0458, loss_cls: 0.1350, acc: 95.0896, loss_bbox: 0.1756, loss_mask: 0.2125, loss: 0.5829 2022-10-01 23:54:48,768 - mmdet - INFO - Epoch [24][2100/7330] lr: 2.000e-04, eta: 0:17:31, time: 0.204, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0449, loss_cls: 0.1319, acc: 95.1277, loss_bbox: 0.1717, loss_mask: 0.2143, loss: 0.5772 2022-10-01 23:54:58,714 - mmdet - INFO - Epoch [24][2150/7330] lr: 2.000e-04, eta: 0:17:21, time: 0.199, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0437, loss_cls: 0.1341, acc: 95.0154, loss_bbox: 0.1804, loss_mask: 0.2159, loss: 0.5877 2022-10-01 23:55:08,713 - mmdet - INFO - Epoch [24][2200/7330] lr: 2.000e-04, eta: 0:17:10, time: 0.200, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0413, loss_cls: 0.1267, acc: 95.2283, loss_bbox: 0.1672, loss_mask: 0.2079, loss: 0.5566 2022-10-01 23:55:18,854 - mmdet - INFO - Epoch [24][2250/7330] lr: 2.000e-04, eta: 0:17:00, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0453, loss_cls: 0.1393, acc: 94.8284, loss_bbox: 0.1829, loss_mask: 0.2147, loss: 0.5966 2022-10-01 23:55:29,133 - mmdet - INFO - Epoch [24][2300/7330] lr: 2.000e-04, eta: 0:16:50, time: 0.206, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0475, loss_cls: 0.1377, acc: 94.9167, loss_bbox: 0.1822, loss_mask: 0.2118, loss: 0.5947 2022-10-01 23:55:39,066 - mmdet - INFO - Epoch [24][2350/7330] lr: 2.000e-04, eta: 0:16:40, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0439, loss_cls: 0.1316, acc: 95.1091, loss_bbox: 0.1732, loss_mask: 0.2086, loss: 0.5712 2022-10-01 23:55:49,188 - mmdet - INFO - Epoch [24][2400/7330] lr: 2.000e-04, eta: 0:16:30, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0454, loss_cls: 0.1346, acc: 95.0229, loss_bbox: 0.1779, loss_mask: 0.2119, loss: 0.5839 2022-10-01 23:55:59,247 - mmdet - INFO - Epoch [24][2450/7330] lr: 2.000e-04, eta: 0:16:20, time: 0.201, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0449, loss_cls: 0.1295, acc: 95.1873, loss_bbox: 0.1734, loss_mask: 0.2177, loss: 0.5782 2022-10-01 23:56:09,218 - mmdet - INFO - Epoch [24][2500/7330] lr: 2.000e-04, eta: 0:16:10, time: 0.199, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0439, loss_cls: 0.1304, acc: 95.1680, loss_bbox: 0.1725, loss_mask: 0.2127, loss: 0.5730 2022-10-01 23:56:19,140 - mmdet - INFO - Epoch [24][2550/7330] lr: 2.000e-04, eta: 0:16:00, time: 0.198, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0433, loss_cls: 0.1334, acc: 95.0383, loss_bbox: 0.1778, loss_mask: 0.2141, loss: 0.5821 2022-10-01 23:56:28,831 - mmdet - INFO - Epoch [24][2600/7330] lr: 2.000e-04, eta: 0:15:50, time: 0.194, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0425, loss_cls: 0.1250, acc: 95.3809, loss_bbox: 0.1668, loss_mask: 0.2064, loss: 0.5539 2022-10-01 23:56:38,970 - mmdet - INFO - Epoch [24][2650/7330] lr: 2.000e-04, eta: 0:15:40, time: 0.203, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0438, loss_cls: 0.1322, acc: 95.0625, loss_bbox: 0.1762, loss_mask: 0.2127, loss: 0.5782 2022-10-01 23:56:49,177 - mmdet - INFO - Epoch [24][2700/7330] lr: 2.000e-04, eta: 0:15:30, time: 0.204, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0465, loss_cls: 0.1338, acc: 95.1267, loss_bbox: 0.1742, loss_mask: 0.2099, loss: 0.5777 2022-10-01 23:56:58,810 - mmdet - INFO - Epoch [24][2750/7330] lr: 2.000e-04, eta: 0:15:20, time: 0.193, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0401, loss_cls: 0.1273, acc: 95.3579, loss_bbox: 0.1646, loss_mask: 0.2052, loss: 0.5514 2022-10-01 23:57:08,837 - mmdet - INFO - Epoch [24][2800/7330] lr: 2.000e-04, eta: 0:15:10, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0458, loss_cls: 0.1331, acc: 95.0059, loss_bbox: 0.1736, loss_mask: 0.2151, loss: 0.5834 2022-10-01 23:57:19,006 - mmdet - INFO - Epoch [24][2850/7330] lr: 2.000e-04, eta: 0:15:00, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0460, loss_cls: 0.1349, acc: 94.9863, loss_bbox: 0.1782, loss_mask: 0.2115, loss: 0.5855 2022-10-01 23:57:28,674 - mmdet - INFO - Epoch [24][2900/7330] lr: 2.000e-04, eta: 0:14:50, time: 0.193, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0429, loss_cls: 0.1296, acc: 95.1833, loss_bbox: 0.1704, loss_mask: 0.2096, loss: 0.5660 2022-10-01 23:57:38,749 - mmdet - INFO - Epoch [24][2950/7330] lr: 2.000e-04, eta: 0:14:40, time: 0.201, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0474, loss_cls: 0.1369, acc: 94.9414, loss_bbox: 0.1816, loss_mask: 0.2118, loss: 0.5920 2022-10-01 23:57:48,511 - mmdet - INFO - Epoch [24][3000/7330] lr: 2.000e-04, eta: 0:14:30, time: 0.195, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0421, loss_cls: 0.1297, acc: 95.2048, loss_bbox: 0.1711, loss_mask: 0.2117, loss: 0.5681 2022-10-01 23:57:58,402 - mmdet - INFO - Epoch [24][3050/7330] lr: 2.000e-04, eta: 0:14:20, time: 0.198, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0437, loss_cls: 0.1351, acc: 94.9810, loss_bbox: 0.1763, loss_mask: 0.2108, loss: 0.5807 2022-10-01 23:58:08,316 - mmdet - INFO - Epoch [24][3100/7330] lr: 2.000e-04, eta: 0:14:10, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0434, loss_cls: 0.1304, acc: 95.1514, loss_bbox: 0.1706, loss_mask: 0.2100, loss: 0.5686 2022-10-01 23:58:18,601 - mmdet - INFO - Epoch [24][3150/7330] lr: 2.000e-04, eta: 0:13:59, time: 0.206, data_time: 0.037, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0473, loss_cls: 0.1362, acc: 94.8728, loss_bbox: 0.1788, loss_mask: 0.2123, loss: 0.5886 2022-10-01 23:58:28,499 - mmdet - INFO - Epoch [24][3200/7330] lr: 2.000e-04, eta: 0:13:49, time: 0.198, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0419, loss_cls: 0.1287, acc: 95.2424, loss_bbox: 0.1719, loss_mask: 0.2077, loss: 0.5639 2022-10-01 23:58:38,466 - mmdet - INFO - Epoch [24][3250/7330] lr: 2.000e-04, eta: 0:13:39, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0430, loss_cls: 0.1307, acc: 95.1277, loss_bbox: 0.1765, loss_mask: 0.2155, loss: 0.5793 2022-10-01 23:58:48,426 - mmdet - INFO - Epoch [24][3300/7330] lr: 2.000e-04, eta: 0:13:29, time: 0.199, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0419, loss_cls: 0.1285, acc: 95.2100, loss_bbox: 0.1664, loss_mask: 0.2073, loss: 0.5576 2022-10-01 23:58:58,942 - mmdet - INFO - Epoch [24][3350/7330] lr: 2.000e-04, eta: 0:13:19, time: 0.210, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0447, loss_cls: 0.1334, acc: 95.0946, loss_bbox: 0.1739, loss_mask: 0.2139, loss: 0.5810 2022-10-01 23:59:08,912 - mmdet - INFO - Epoch [24][3400/7330] lr: 2.000e-04, eta: 0:13:09, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0436, loss_cls: 0.1332, acc: 95.0303, loss_bbox: 0.1751, loss_mask: 0.2164, loss: 0.5830 2022-10-01 23:59:18,782 - mmdet - INFO - Epoch [24][3450/7330] lr: 2.000e-04, eta: 0:12:59, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0424, loss_cls: 0.1270, acc: 95.2576, loss_bbox: 0.1677, loss_mask: 0.2021, loss: 0.5520 2022-10-01 23:59:28,711 - mmdet - INFO - Epoch [24][3500/7330] lr: 2.000e-04, eta: 0:12:49, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0451, loss_cls: 0.1349, acc: 94.9829, loss_bbox: 0.1777, loss_mask: 0.2122, loss: 0.5845 2022-10-01 23:59:38,561 - mmdet - INFO - Epoch [24][3550/7330] lr: 2.000e-04, eta: 0:12:39, time: 0.197, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0434, loss_cls: 0.1314, acc: 95.1157, loss_bbox: 0.1735, loss_mask: 0.2113, loss: 0.5740 2022-10-01 23:59:49,069 - mmdet - INFO - Epoch [24][3600/7330] lr: 2.000e-04, eta: 0:12:29, time: 0.210, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0470, loss_cls: 0.1364, acc: 94.9207, loss_bbox: 0.1789, loss_mask: 0.2150, loss: 0.5933 2022-10-01 23:59:58,975 - mmdet - INFO - Epoch [24][3650/7330] lr: 2.000e-04, eta: 0:12:19, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0439, loss_cls: 0.1269, acc: 95.2061, loss_bbox: 0.1736, loss_mask: 0.2079, loss: 0.5654 2022-10-02 00:00:08,728 - mmdet - INFO - Epoch [24][3700/7330] lr: 2.000e-04, eta: 0:12:09, time: 0.195, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0431, loss_cls: 0.1269, acc: 95.3208, loss_bbox: 0.1677, loss_mask: 0.2101, loss: 0.5600 2022-10-02 00:00:18,513 - mmdet - INFO - Epoch [24][3750/7330] lr: 2.000e-04, eta: 0:11:59, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0433, loss_cls: 0.1320, acc: 95.1270, loss_bbox: 0.1746, loss_mask: 0.2081, loss: 0.5716 2022-10-02 00:00:28,581 - mmdet - INFO - Epoch [24][3800/7330] lr: 2.000e-04, eta: 0:11:49, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0437, loss_cls: 0.1308, acc: 95.1121, loss_bbox: 0.1731, loss_mask: 0.2072, loss: 0.5693 2022-10-02 00:00:38,713 - mmdet - INFO - Epoch [24][3850/7330] lr: 2.000e-04, eta: 0:11:39, time: 0.203, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0433, loss_cls: 0.1315, acc: 95.1973, loss_bbox: 0.1737, loss_mask: 0.2130, loss: 0.5763 2022-10-02 00:00:48,636 - mmdet - INFO - Epoch [24][3900/7330] lr: 2.000e-04, eta: 0:11:29, time: 0.198, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0445, loss_cls: 0.1359, acc: 94.9927, loss_bbox: 0.1786, loss_mask: 0.2134, loss: 0.5870 2022-10-02 00:00:58,706 - mmdet - INFO - Epoch [24][3950/7330] lr: 2.000e-04, eta: 0:11:19, time: 0.201, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0436, loss_cls: 0.1312, acc: 95.1533, loss_bbox: 0.1739, loss_mask: 0.2141, loss: 0.5764 2022-10-02 00:01:08,377 - mmdet - INFO - Epoch [24][4000/7330] lr: 2.000e-04, eta: 0:11:09, time: 0.193, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0436, loss_cls: 0.1274, acc: 95.3191, loss_bbox: 0.1703, loss_mask: 0.2099, loss: 0.5651 2022-10-02 00:01:18,152 - mmdet - INFO - Epoch [24][4050/7330] lr: 2.000e-04, eta: 0:10:59, time: 0.196, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0452, loss_cls: 0.1302, acc: 95.1836, loss_bbox: 0.1707, loss_mask: 0.2128, loss: 0.5730 2022-10-02 00:01:27,975 - mmdet - INFO - Epoch [24][4100/7330] lr: 2.000e-04, eta: 0:10:49, time: 0.196, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0441, loss_cls: 0.1273, acc: 95.2505, loss_bbox: 0.1701, loss_mask: 0.2037, loss: 0.5572 2022-10-02 00:01:37,963 - mmdet - INFO - Epoch [24][4150/7330] lr: 2.000e-04, eta: 0:10:38, time: 0.200, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0415, loss_cls: 0.1284, acc: 95.2197, loss_bbox: 0.1686, loss_mask: 0.2063, loss: 0.5579 2022-10-02 00:01:48,216 - mmdet - INFO - Epoch [24][4200/7330] lr: 2.000e-04, eta: 0:10:28, time: 0.205, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0451, loss_cls: 0.1343, acc: 94.9980, loss_bbox: 0.1768, loss_mask: 0.2135, loss: 0.5839 2022-10-02 00:01:58,182 - mmdet - INFO - Epoch [24][4250/7330] lr: 2.000e-04, eta: 0:10:18, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0448, loss_cls: 0.1361, acc: 94.8879, loss_bbox: 0.1833, loss_mask: 0.2157, loss: 0.5944 2022-10-02 00:02:08,532 - mmdet - INFO - Epoch [24][4300/7330] lr: 2.000e-04, eta: 0:10:08, time: 0.207, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0453, loss_cls: 0.1415, acc: 94.7139, loss_bbox: 0.1891, loss_mask: 0.2215, loss: 0.6124 2022-10-02 00:02:18,681 - mmdet - INFO - Epoch [24][4350/7330] lr: 2.000e-04, eta: 0:09:58, time: 0.203, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0417, loss_cls: 0.1314, acc: 95.0732, loss_bbox: 0.1770, loss_mask: 0.2089, loss: 0.5724 2022-10-02 00:02:28,509 - mmdet - INFO - Epoch [24][4400/7330] lr: 2.000e-04, eta: 0:09:48, time: 0.197, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0428, loss_cls: 0.1303, acc: 95.1902, loss_bbox: 0.1700, loss_mask: 0.2098, loss: 0.5660 2022-10-02 00:02:38,977 - mmdet - INFO - Epoch [24][4450/7330] lr: 2.000e-04, eta: 0:09:38, time: 0.209, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0484, loss_cls: 0.1360, acc: 94.8787, loss_bbox: 0.1774, loss_mask: 0.2138, loss: 0.5921 2022-10-02 00:02:48,787 - mmdet - INFO - Epoch [24][4500/7330] lr: 2.000e-04, eta: 0:09:28, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0435, loss_cls: 0.1356, acc: 94.9836, loss_bbox: 0.1734, loss_mask: 0.2133, loss: 0.5794 2022-10-02 00:02:58,638 - mmdet - INFO - Epoch [24][4550/7330] lr: 2.000e-04, eta: 0:09:18, time: 0.197, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0435, loss_cls: 0.1298, acc: 95.2262, loss_bbox: 0.1690, loss_mask: 0.2134, loss: 0.5687 2022-10-02 00:03:09,016 - mmdet - INFO - Epoch [24][4600/7330] lr: 2.000e-04, eta: 0:09:08, time: 0.208, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0462, loss_cls: 0.1358, acc: 94.9307, loss_bbox: 0.1819, loss_mask: 0.2169, loss: 0.5955 2022-10-02 00:03:19,257 - mmdet - INFO - Epoch [24][4650/7330] lr: 2.000e-04, eta: 0:08:58, time: 0.205, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0432, loss_cls: 0.1270, acc: 95.2297, loss_bbox: 0.1708, loss_mask: 0.2071, loss: 0.5626 2022-10-02 00:03:29,363 - mmdet - INFO - Epoch [24][4700/7330] lr: 2.000e-04, eta: 0:08:48, time: 0.202, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0426, loss_cls: 0.1297, acc: 95.2053, loss_bbox: 0.1729, loss_mask: 0.2112, loss: 0.5709 2022-10-02 00:03:39,419 - mmdet - INFO - Epoch [24][4750/7330] lr: 2.000e-04, eta: 0:08:38, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0446, loss_cls: 0.1360, acc: 94.8599, loss_bbox: 0.1821, loss_mask: 0.2159, loss: 0.5927 2022-10-02 00:03:49,728 - mmdet - INFO - Epoch [24][4800/7330] lr: 2.000e-04, eta: 0:08:28, time: 0.206, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0450, loss_cls: 0.1353, acc: 95.0098, loss_bbox: 0.1798, loss_mask: 0.2149, loss: 0.5894 2022-10-02 00:03:59,521 - mmdet - INFO - Epoch [24][4850/7330] lr: 2.000e-04, eta: 0:08:18, time: 0.196, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0458, loss_cls: 0.1274, acc: 95.3511, loss_bbox: 0.1674, loss_mask: 0.2110, loss: 0.5653 2022-10-02 00:04:09,369 - mmdet - INFO - Epoch [24][4900/7330] lr: 2.000e-04, eta: 0:08:08, time: 0.197, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0443, loss_cls: 0.1339, acc: 95.0488, loss_bbox: 0.1775, loss_mask: 0.2120, loss: 0.5824 2022-10-02 00:04:19,670 - mmdet - INFO - Epoch [24][4950/7330] lr: 2.000e-04, eta: 0:07:58, time: 0.206, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0447, loss_cls: 0.1386, acc: 94.8828, loss_bbox: 0.1776, loss_mask: 0.2142, loss: 0.5900 2022-10-02 00:04:29,785 - mmdet - INFO - Epoch [24][5000/7330] lr: 2.000e-04, eta: 0:07:48, time: 0.202, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0423, loss_cls: 0.1290, acc: 95.2136, loss_bbox: 0.1708, loss_mask: 0.2081, loss: 0.5635 2022-10-02 00:04:39,866 - mmdet - INFO - Epoch [24][5050/7330] lr: 2.000e-04, eta: 0:07:38, time: 0.202, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0446, loss_cls: 0.1297, acc: 95.1611, loss_bbox: 0.1711, loss_mask: 0.2090, loss: 0.5677 2022-10-02 00:04:49,910 - mmdet - INFO - Epoch [24][5100/7330] lr: 2.000e-04, eta: 0:07:28, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0443, loss_cls: 0.1318, acc: 95.0681, loss_bbox: 0.1727, loss_mask: 0.2115, loss: 0.5748 2022-10-02 00:04:59,863 - mmdet - INFO - Epoch [24][5150/7330] lr: 2.000e-04, eta: 0:07:18, time: 0.199, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0430, loss_cls: 0.1332, acc: 95.0356, loss_bbox: 0.1718, loss_mask: 0.2065, loss: 0.5688 2022-10-02 00:05:09,942 - mmdet - INFO - Epoch [24][5200/7330] lr: 2.000e-04, eta: 0:07:08, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0451, loss_cls: 0.1362, acc: 94.9719, loss_bbox: 0.1801, loss_mask: 0.2120, loss: 0.5884 2022-10-02 00:05:20,090 - mmdet - INFO - Epoch [24][5250/7330] lr: 2.000e-04, eta: 0:06:57, time: 0.203, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0449, loss_cls: 0.1318, acc: 95.0811, loss_bbox: 0.1767, loss_mask: 0.2124, loss: 0.5798 2022-10-02 00:05:30,170 - mmdet - INFO - Epoch [24][5300/7330] lr: 2.000e-04, eta: 0:06:47, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0431, loss_cls: 0.1282, acc: 95.2080, loss_bbox: 0.1722, loss_mask: 0.2100, loss: 0.5669 2022-10-02 00:05:40,376 - mmdet - INFO - Epoch [24][5350/7330] lr: 2.000e-04, eta: 0:06:37, time: 0.204, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0455, loss_cls: 0.1349, acc: 95.0735, loss_bbox: 0.1757, loss_mask: 0.2113, loss: 0.5812 2022-10-02 00:05:49,883 - mmdet - INFO - Epoch [24][5400/7330] lr: 2.000e-04, eta: 0:06:27, time: 0.190, data_time: 0.027, memory: 5000, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0414, loss_cls: 0.1268, acc: 95.2510, loss_bbox: 0.1703, loss_mask: 0.2114, loss: 0.5630 2022-10-02 00:06:00,260 - mmdet - INFO - Epoch [24][5450/7330] lr: 2.000e-04, eta: 0:06:17, time: 0.208, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0456, loss_cls: 0.1323, acc: 95.0955, loss_bbox: 0.1780, loss_mask: 0.2149, loss: 0.5854 2022-10-02 00:06:10,273 - mmdet - INFO - Epoch [24][5500/7330] lr: 2.000e-04, eta: 0:06:07, time: 0.200, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0444, loss_cls: 0.1322, acc: 95.0745, loss_bbox: 0.1720, loss_mask: 0.2081, loss: 0.5714 2022-10-02 00:06:20,085 - mmdet - INFO - Epoch [24][5550/7330] lr: 2.000e-04, eta: 0:05:57, time: 0.196, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0421, loss_cls: 0.1257, acc: 95.3474, loss_bbox: 0.1689, loss_mask: 0.2083, loss: 0.5580 2022-10-02 00:06:30,183 - mmdet - INFO - Epoch [24][5600/7330] lr: 2.000e-04, eta: 0:05:47, time: 0.202, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0444, loss_cls: 0.1327, acc: 94.9480, loss_bbox: 0.1759, loss_mask: 0.2135, loss: 0.5805 2022-10-02 00:06:40,426 - mmdet - INFO - Epoch [24][5650/7330] lr: 2.000e-04, eta: 0:05:37, time: 0.205, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0434, loss_cls: 0.1288, acc: 95.1777, loss_bbox: 0.1705, loss_mask: 0.2144, loss: 0.5712 2022-10-02 00:06:50,352 - mmdet - INFO - Epoch [24][5700/7330] lr: 2.000e-04, eta: 0:05:27, time: 0.198, data_time: 0.038, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0445, loss_cls: 0.1307, acc: 95.1179, loss_bbox: 0.1733, loss_mask: 0.2100, loss: 0.5731 2022-10-02 00:07:00,699 - mmdet - INFO - Epoch [24][5750/7330] lr: 2.000e-04, eta: 0:05:17, time: 0.207, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0437, loss_cls: 0.1320, acc: 95.0251, loss_bbox: 0.1761, loss_mask: 0.2142, loss: 0.5798 2022-10-02 00:07:10,771 - mmdet - INFO - Epoch [24][5800/7330] lr: 2.000e-04, eta: 0:05:07, time: 0.201, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0415, loss_cls: 0.1283, acc: 95.2202, loss_bbox: 0.1694, loss_mask: 0.2140, loss: 0.5678 2022-10-02 00:07:20,307 - mmdet - INFO - Epoch [24][5850/7330] lr: 2.000e-04, eta: 0:04:57, time: 0.191, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0407, loss_cls: 0.1207, acc: 95.4529, loss_bbox: 0.1618, loss_mask: 0.2084, loss: 0.5443 2022-10-02 00:07:30,164 - mmdet - INFO - Epoch [24][5900/7330] lr: 2.000e-04, eta: 0:04:47, time: 0.197, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0442, loss_cls: 0.1311, acc: 95.1199, loss_bbox: 0.1758, loss_mask: 0.2122, loss: 0.5766 2022-10-02 00:07:40,036 - mmdet - INFO - Epoch [24][5950/7330] lr: 2.000e-04, eta: 0:04:37, time: 0.197, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0430, loss_cls: 0.1326, acc: 95.1252, loss_bbox: 0.1699, loss_mask: 0.2095, loss: 0.5684 2022-10-02 00:07:49,855 - mmdet - INFO - Epoch [24][6000/7330] lr: 2.000e-04, eta: 0:04:27, time: 0.196, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0425, loss_cls: 0.1276, acc: 95.3220, loss_bbox: 0.1700, loss_mask: 0.2123, loss: 0.5650 2022-10-02 00:07:59,793 - mmdet - INFO - Epoch [24][6050/7330] lr: 2.000e-04, eta: 0:04:17, time: 0.199, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0435, loss_cls: 0.1321, acc: 95.0583, loss_bbox: 0.1715, loss_mask: 0.2115, loss: 0.5716 2022-10-02 00:08:09,880 - mmdet - INFO - Epoch [24][6100/7330] lr: 2.000e-04, eta: 0:04:07, time: 0.202, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0449, loss_cls: 0.1332, acc: 95.0286, loss_bbox: 0.1735, loss_mask: 0.2123, loss: 0.5780 2022-10-02 00:08:19,816 - mmdet - INFO - Epoch [24][6150/7330] lr: 2.000e-04, eta: 0:03:57, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0445, loss_cls: 0.1358, acc: 94.9707, loss_bbox: 0.1779, loss_mask: 0.2126, loss: 0.5855 2022-10-02 00:08:30,108 - mmdet - INFO - Epoch [24][6200/7330] lr: 2.000e-04, eta: 0:03:47, time: 0.206, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0453, loss_cls: 0.1365, acc: 94.9316, loss_bbox: 0.1781, loss_mask: 0.2123, loss: 0.5869 2022-10-02 00:08:40,215 - mmdet - INFO - Epoch [24][6250/7330] lr: 2.000e-04, eta: 0:03:37, time: 0.202, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0463, loss_cls: 0.1340, acc: 94.9736, loss_bbox: 0.1835, loss_mask: 0.2182, loss: 0.5966 2022-10-02 00:08:49,998 - mmdet - INFO - Epoch [24][6300/7330] lr: 2.000e-04, eta: 0:03:26, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0398, loss_cls: 0.1221, acc: 95.4927, loss_bbox: 0.1618, loss_mask: 0.2093, loss: 0.5457 2022-10-02 00:09:00,197 - mmdet - INFO - Epoch [24][6350/7330] lr: 2.000e-04, eta: 0:03:16, time: 0.204, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0431, loss_cls: 0.1387, acc: 94.8547, loss_bbox: 0.1797, loss_mask: 0.2113, loss: 0.5868 2022-10-02 00:09:10,198 - mmdet - INFO - Epoch [24][6400/7330] lr: 2.000e-04, eta: 0:03:06, time: 0.200, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0412, loss_cls: 0.1287, acc: 95.2388, loss_bbox: 0.1721, loss_mask: 0.2103, loss: 0.5657 2022-10-02 00:09:20,442 - mmdet - INFO - Epoch [24][6450/7330] lr: 2.000e-04, eta: 0:02:56, time: 0.205, data_time: 0.032, memory: 5000, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0424, loss_cls: 0.1317, acc: 95.0342, loss_bbox: 0.1705, loss_mask: 0.2093, loss: 0.5692 2022-10-02 00:09:30,191 - mmdet - INFO - Epoch [24][6500/7330] lr: 2.000e-04, eta: 0:02:46, time: 0.195, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0445, loss_cls: 0.1265, acc: 95.2866, loss_bbox: 0.1685, loss_mask: 0.2113, loss: 0.5635 2022-10-02 00:09:39,900 - mmdet - INFO - Epoch [24][6550/7330] lr: 2.000e-04, eta: 0:02:36, time: 0.194, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0428, loss_cls: 0.1273, acc: 95.3049, loss_bbox: 0.1685, loss_mask: 0.2123, loss: 0.5636 2022-10-02 00:09:49,555 - mmdet - INFO - Epoch [24][6600/7330] lr: 2.000e-04, eta: 0:02:26, time: 0.193, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0426, loss_cls: 0.1291, acc: 95.2563, loss_bbox: 0.1705, loss_mask: 0.2081, loss: 0.5633 2022-10-02 00:09:59,603 - mmdet - INFO - Epoch [24][6650/7330] lr: 2.000e-04, eta: 0:02:16, time: 0.201, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0444, loss_cls: 0.1312, acc: 95.1299, loss_bbox: 0.1737, loss_mask: 0.2110, loss: 0.5742 2022-10-02 00:10:09,854 - mmdet - INFO - Epoch [24][6700/7330] lr: 2.000e-04, eta: 0:02:06, time: 0.205, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0465, loss_cls: 0.1353, acc: 95.0432, loss_bbox: 0.1789, loss_mask: 0.2071, loss: 0.5831 2022-10-02 00:10:19,990 - mmdet - INFO - Epoch [24][6750/7330] lr: 2.000e-04, eta: 0:01:56, time: 0.203, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0447, loss_cls: 0.1342, acc: 95.0227, loss_bbox: 0.1748, loss_mask: 0.2122, loss: 0.5802 2022-10-02 00:10:30,464 - mmdet - INFO - Epoch [24][6800/7330] lr: 2.000e-04, eta: 0:01:46, time: 0.209, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0461, loss_cls: 0.1378, acc: 94.7776, loss_bbox: 0.1832, loss_mask: 0.2195, loss: 0.6019 2022-10-02 00:10:40,431 - mmdet - INFO - Epoch [24][6850/7330] lr: 2.000e-04, eta: 0:01:36, time: 0.199, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0450, loss_cls: 0.1342, acc: 95.0369, loss_bbox: 0.1736, loss_mask: 0.2119, loss: 0.5791 2022-10-02 00:10:50,190 - mmdet - INFO - Epoch [24][6900/7330] lr: 2.000e-04, eta: 0:01:26, time: 0.195, data_time: 0.035, memory: 5000, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0440, loss_cls: 0.1272, acc: 95.2935, loss_bbox: 0.1716, loss_mask: 0.2120, loss: 0.5677 2022-10-02 00:11:00,284 - mmdet - INFO - Epoch [24][6950/7330] lr: 2.000e-04, eta: 0:01:16, time: 0.202, data_time: 0.034, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0427, loss_cls: 0.1310, acc: 95.1443, loss_bbox: 0.1759, loss_mask: 0.2126, loss: 0.5757 2022-10-02 00:11:10,096 - mmdet - INFO - Epoch [24][7000/7330] lr: 2.000e-04, eta: 0:01:06, time: 0.196, data_time: 0.028, memory: 5000, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0433, loss_cls: 0.1248, acc: 95.3308, loss_bbox: 0.1674, loss_mask: 0.2063, loss: 0.5546 2022-10-02 00:11:20,033 - mmdet - INFO - Epoch [24][7050/7330] lr: 2.000e-04, eta: 0:00:56, time: 0.199, data_time: 0.031, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0446, loss_cls: 0.1352, acc: 95.0818, loss_bbox: 0.1782, loss_mask: 0.2108, loss: 0.5825 2022-10-02 00:11:29,883 - mmdet - INFO - Epoch [24][7100/7330] lr: 2.000e-04, eta: 0:00:46, time: 0.197, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0435, loss_cls: 0.1296, acc: 95.1775, loss_bbox: 0.1707, loss_mask: 0.2067, loss: 0.5643 2022-10-02 00:11:39,845 - mmdet - INFO - Epoch [24][7150/7330] lr: 2.000e-04, eta: 0:00:36, time: 0.199, data_time: 0.030, memory: 5000, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0426, loss_cls: 0.1273, acc: 95.2729, loss_bbox: 0.1698, loss_mask: 0.2086, loss: 0.5618 2022-10-02 00:11:49,635 - mmdet - INFO - Epoch [24][7200/7330] lr: 2.000e-04, eta: 0:00:26, time: 0.196, data_time: 0.029, memory: 5000, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0443, loss_cls: 0.1287, acc: 95.2029, loss_bbox: 0.1685, loss_mask: 0.2141, loss: 0.5692 2022-10-02 00:11:59,819 - mmdet - INFO - Epoch [24][7250/7330] lr: 2.000e-04, eta: 0:00:16, time: 0.204, data_time: 0.033, memory: 5000, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0440, loss_cls: 0.1322, acc: 95.1301, loss_bbox: 0.1727, loss_mask: 0.2068, loss: 0.5703 2022-10-02 00:12:09,871 - mmdet - INFO - Epoch [24][7300/7330] lr: 2.000e-04, eta: 0:00:06, time: 0.201, data_time: 0.036, memory: 5000, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0459, loss_cls: 0.1333, acc: 95.0408, loss_bbox: 0.1763, loss_mask: 0.2122, loss: 0.5822 2022-10-02 00:12:16,251 - mmdet - INFO - Saving checkpoint at 24 epochs 2022-10-02 00:12:55,544 - mmdet - INFO - Evaluating bbox... 2022-10-02 00:13:19,786 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.392 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.584 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.428 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.212 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.423 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.521 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.305 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.549 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.678 2022-10-02 00:13:19,787 - mmdet - INFO - Evaluating segm... 2022-10-02 00:13:47,558 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.554 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.157 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.373 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.461 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.461 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.461 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.492 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.619 2022-10-02 00:13:47,881 - mmdet - INFO - Exp name: mask_rcnn_r50_fpn_2x_coco.py 2022-10-02 00:13:47,882 - mmdet - INFO - Epoch(val) [24][625] bbox_mAP: 0.3920, bbox_mAP_50: 0.5840, bbox_mAP_75: 0.4280, bbox_mAP_s: 0.2120, bbox_mAP_m: 0.4230, bbox_mAP_l: 0.5210, bbox_mAP_copypaste: 0.392 0.584 0.428 0.212 0.423 0.521, segm_mAP: 0.3480, segm_mAP_50: 0.5540, segm_mAP_75: 0.3710, segm_mAP_s: 0.1570, segm_mAP_m: 0.3730, segm_mAP_l: 0.5150, segm_mAP_copypaste: 0.348 0.554 0.371 0.157 0.373 0.515