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| _BASE_: Base-COCO-InstanceSegmentation.yaml | |
| MODEL: | |
| META_ARCHITECTURE: "MaskFormer" | |
| SEM_SEG_HEAD: | |
| NAME: "MaskFormerHead" | |
| IGNORE_VALUE: 255 | |
| NUM_CLASSES: 80 | |
| LOSS_WEIGHT: 1.0 | |
| CONVS_DIM: 256 | |
| MASK_DIM: 256 | |
| NORM: "GN" | |
| # pixel decoder | |
| PIXEL_DECODER_NAME: "MSDeformAttnPixelDecoder" | |
| IN_FEATURES: ["res2", "res3", "res4", "res5"] | |
| DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES: ["res3", "res4", "res5"] | |
| COMMON_STRIDE: 4 | |
| TRANSFORMER_ENC_LAYERS: 6 | |
| MASK_FORMER: | |
| TRANSFORMER_DECODER_NAME: "MultiScaleMaskedTransformerDecoder" | |
| TRANSFORMER_IN_FEATURE: "multi_scale_pixel_decoder" | |
| DEEP_SUPERVISION: True | |
| NO_OBJECT_WEIGHT: 0.1 | |
| CLASS_WEIGHT: 2.0 | |
| MASK_WEIGHT: 5.0 | |
| DICE_WEIGHT: 5.0 | |
| HIDDEN_DIM: 256 | |
| NUM_OBJECT_QUERIES: 100 | |
| NHEADS: 8 | |
| DROPOUT: 0.0 | |
| DIM_FEEDFORWARD: 2048 | |
| ENC_LAYERS: 0 | |
| PRE_NORM: False | |
| ENFORCE_INPUT_PROJ: False | |
| SIZE_DIVISIBILITY: 32 | |
| DEC_LAYERS: 10 # 9 decoder layers, add one for the loss on learnable query | |
| TRAIN_NUM_POINTS: 12544 | |
| OVERSAMPLE_RATIO: 3.0 | |
| IMPORTANCE_SAMPLE_RATIO: 0.75 | |
| TEST: | |
| SEMANTIC_ON: False | |
| INSTANCE_ON: True | |
| PANOPTIC_ON: False | |
| OVERLAP_THRESHOLD: 0.8 | |
| OBJECT_MASK_THRESHOLD: 0.8 | |