dataset update

train v6 yolov8n60/train/args.yaml

@@ -0,0 +1,98 @@
+task: detect
+mode: train
+model: best.pt
+data: /content/datasets/Crowd-Detection-6//data.yaml
+epochs: 30
+patience: 50
+batch: 64
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: null
+workers: 32
+project: null
+name: null
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 0
+deterministic: true
+single_cls: false
+rect: false
+cos_lr: true
+close_mosaic: 10
+resume: false
+amp: true
+fraction: 1.0
+profile: false
+freeze: 10
+overlap_mask: true
+mask_ratio: 4
+dropout: 0.0
+val: true
+split: val
+save_json: false
+save_hybrid: false
+conf: null
+iou: 0.7
+max_det: 300
+half: false
+dnn: false
+plots: true
+source: null
+show: false
+save_txt: false
+save_conf: false
+save_crop: false
+show_labels: true
+show_conf: true
+vid_stride: 1
+stream_buffer: false
+line_width: null
+visualize: false
+augment: false
+agnostic_nms: false
+classes: null
+retina_masks: false
+boxes: true
+format: torchscript
+keras: false
+optimize: false
+int8: false
+dynamic: false
+simplify: false
+opset: null
+workspace: 4
+nms: false
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 7.5
+cls: 0.5
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+label_smoothing: 0.0
+nbs: 64
+hsv_h: 0.015
+hsv_s: 0.7
+hsv_v: 0.4
+degrees: 0.0
+translate: 0.1
+scale: 0.5
+shear: 0.0
+perspective: 0.0
+flipud: 0.0
+fliplr: 0.5
+mosaic: 1.0
+mixup: 0.0
+copy_paste: 0.0
+cfg: null
+tracker: botsort.yaml
+save_dir: runs/detect/train

train v6 yolov8n60/train/events.out.tfevents.1716389958.d2e8ed19ad20.2405.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:05aac594243a141659485d7e8ae8a565b6589ee90bcd3a650cf49baf3d6d0965
+size 1143803

train v6 yolov8n60/train/results.csv

@@ -0,0 +1,31 @@
+                  epoch,         train/box_loss,         train/cls_loss,         train/dfl_loss,   metrics/precision(B),      metrics/recall(B),       metrics/mAP50(B),    metrics/mAP50-95(B),           val/box_loss,           val/cls_loss,           val/dfl_loss,                 lr/pg0,                 lr/pg1,                 lr/pg2
+                      1,                 1.1346,                0.57023,                0.95707,                0.94546,                0.87361,                0.93798,                0.62706,                  1.167,                0.54552,                 1.0065,             0.00066286,             0.00066286,             0.00066286
+                      2,                 1.1525,                 0.5933,                 0.9641,                0.94299,                0.86965,                0.93646,                0.61463,                  1.191,                0.56979,                 1.0213,              0.0013259,              0.0013259,              0.0013259
+                      3,                 1.1945,                0.62983,                0.97746,                0.94269,                0.86342,                0.93149,                0.61485,                 1.2049,                0.61185,                 1.0271,              0.0019746,              0.0019746,              0.0019746
+                      4,                 1.1999,                0.63921,                0.97965,                0.93839,                0.86167,                0.92924,                 0.6057,                 1.2099,                0.60632,                 1.0258,              0.0019515,              0.0019515,              0.0019515
+                      5,                 1.2007,                0.63972,                0.98167,                0.93384,                0.86306,                0.92879,                0.60508,                 1.2047,                0.62222,                 1.0317,              0.0019515,              0.0019515,              0.0019515
+                      6,                 1.1908,                0.62864,                0.97866,                0.94023,                0.86887,                0.93388,                0.61151,                 1.1944,                0.59125,                  1.025,              0.0019144,              0.0019144,              0.0019144
+                      7,                  1.181,                0.62163,                 0.9768,                0.94187,                0.86526,                0.93256,                0.61089,                 1.2143,                0.59314,                 1.0319,              0.0018674,              0.0018674,              0.0018674
+                      8,                 1.1845,                0.61968,                0.97697,                0.94408,                0.87124,                0.93616,                0.61344,                 1.1969,                 0.5827,                  1.019,              0.0018109,              0.0018109,              0.0018109
+                      9,                 1.1743,                0.61382,                 0.9734,                0.94129,                 0.8722,                0.93625,                0.61662,                 1.1794,                0.57599,                 1.0185,              0.0017457,              0.0017457,              0.0017457
+                     10,                   1.17,                0.60847,                0.97103,                0.94327,                0.87125,                 0.9369,                0.62295,                 1.1783,                0.57047,                 1.0142,              0.0016724,              0.0016724,              0.0016724
+                     11,                 1.1668,                0.60149,                0.97056,                0.94193,                0.87209,                 0.9363,                0.61569,                 1.1922,                0.56655,                 1.0159,              0.0015919,              0.0015919,              0.0015919
+                     12,                 1.1639,                0.60004,                0.96906,                0.94488,                0.87197,                 0.9356,                0.62015,                 1.1839,                0.56322,                  1.017,               0.001505,               0.001505,               0.001505
+                     13,                 1.1498,                0.58555,                0.96493,                0.94863,                0.87495,                0.94031,                0.62639,                 1.1676,                0.55064,                 1.0122,              0.0014127,              0.0014127,              0.0014127
+                     14,                 1.1501,                 0.5843,                0.96345,                0.94234,                0.87576,                0.94068,                 0.6299,                 1.1694,                0.54969,                 1.0089,              0.0013159,              0.0013159,              0.0013159
+                     15,                 1.1374,                0.57557,                0.96236,                0.94714,                0.87352,                0.94051,                 0.6277,                 1.1687,                0.54567,                 1.0168,              0.0012158,              0.0012158,              0.0012158
+                     16,                 1.1443,                0.57615,                0.96334,                 0.9528,                0.87707,                0.94121,                0.62719,                 1.1617,                0.54162,                 1.0107,              0.0011135,              0.0011135,              0.0011135
+                     17,                 1.1295,                0.57087,                0.95837,                0.94514,                0.88065,                0.94137,                0.63018,                 1.1643,                0.53818,                 1.0111,                0.00101,                0.00101,                0.00101
+                     18,                 1.1278,                0.56586,                0.95664,                0.95457,                0.87313,                0.94169,                0.63253,                 1.1658,                0.53472,                   1.01,             0.00090652,             0.00090652,             0.00090652
+                     19,                 1.1202,                0.56086,                0.95577,                0.94987,                0.87798,                0.94222,                 0.6318,                 1.1595,                0.53152,                 1.0076,             0.00080417,             0.00080417,             0.00080417
+                     20,                 1.1129,                0.54962,                0.95219,                0.94661,                0.88222,                0.94238,                0.63279,                 1.1592,                0.53003,                 1.0069,             0.00070407,             0.00070407,             0.00070407
+                     21,                 1.0873,                0.51098,                0.95693,                0.95398,                0.88029,                 0.9448,                0.63568,                 1.1531,                0.52571,                 1.0054,             0.00060733,             0.00060733,             0.00060733
+                     22,                  1.081,                0.50588,                0.95581,                0.94853,                0.88382,                 0.9447,                0.63685,                 1.1525,                0.52451,                 1.0047,               0.000515,               0.000515,               0.000515
+                     23,                 1.0713,                0.49783,                0.95095,                 0.9513,                0.88309,                0.94585,                 0.6374,                 1.1518,                0.51832,                 1.0045,             0.00042809,             0.00042809,             0.00042809
+                     24,                 1.0636,                0.49266,                0.94919,                0.95627,                0.88283,                  0.947,                0.63797,                 1.1521,                0.51692,                  1.003,             0.00034756,             0.00034756,             0.00034756
+                     25,                 1.0576,                0.48665,                0.94592,                 0.9528,                0.88427,                0.94588,                0.63969,                 1.1492,                0.51307,                 1.0045,             0.00027429,             0.00027429,             0.00027429
+                     26,                 1.0559,                0.48413,                 0.9476,                0.95577,                0.88309,                0.94673,                0.64121,                 1.1469,                0.51033,                 1.0042,             0.00020907,             0.00020907,             0.00020907
+                     27,                 1.0503,                0.48061,                0.94586,                0.95295,                0.88427,                0.94657,                  0.641,                 1.1488,                0.50704,                 1.0056,             0.00015263,             0.00015263,             0.00015263
+                     28,                 1.0502,                0.48043,                0.94464,                0.95607,                0.88243,                0.94681,                0.64116,                 1.1471,                0.50725,                 1.0029,             0.00010559,             0.00010559,             0.00010559
+                     29,                 1.0439,                0.47894,                0.94216,                0.95436,                0.88318,                0.94614,                0.64119,                 1.1461,                0.50666,                 1.0033,             6.8454e-05,             6.8454e-05,             6.8454e-05
+                     30,                 1.0421,                0.47682,                0.94111,                0.95311,                0.88539,                0.94713,                0.64203,                 1.1453,                 0.5061,                  1.002,             4.1634e-05,             4.1634e-05,             4.1634e-05