100%|██████████| 6.25M/6.25M [00:20<00:00, 320kB/s] train: Scanning D:\计算机插件\CrackSegment20240916\datasets\crack-seg\train\labels... 3717 images, 0 backgrounds, 0 corrupt: 100%|██████████| 3717/3717 [00:08<00:00, 445.60it/s] val: Scanning D:\计算机插件\CrackSegment20240916\datasets\crack-seg\valid\labels... 200 images, 1 backgrounds, 0 corrupt: 100%|██████████| 200/200 [00:00<00:00, 378.56it/s] 1/100 2.79G 1.375 1.945 1.926 1.31 17 640: 100%|██████████| 233/233 [00:59<00:00, 3.90it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 2.09it/s] 2/100 2.83G 1.371 1.69 1.487 1.296 14 640: 100%|██████████| 233/233 [00:54<00:00, 4.27it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.60it/s] 3/100 2.96G 1.378 1.684 1.396 1.3 18 640: 100%|██████████| 233/233 [00:51<00:00, 4.51it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.68it/s] 4/100 2.81G 1.303 1.648 1.296 1.274 16 640: 100%|██████████| 233/233 [00:51<00:00, 4.53it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.59it/s] 5/100 2.82G 1.238 1.639 1.198 1.234 10 640: 100%|██████████| 233/233 [00:51<00:00, 4.52it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.67it/s] 6/100 2.83G 1.19 1.598 1.159 1.218 15 640: 100%|██████████| 233/233 [00:51<00:00, 4.50it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.64it/s] 7/100 2.82G 1.148 1.591 1.11 1.196 20 640: 100%|██████████| 233/233 [00:51<00:00, 4.53it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.60it/s] 8/100 2.81G 1.101 1.574 1.059 1.18 14 640: 100%|██████████| 233/233 [00:51<00:00, 4.50it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.66it/s] 9/100 2.82G 1.125 1.589 1.072 1.185 16 640: 100%|██████████| 233/233 [00:51<00:00, 4.54it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.69it/s] 10/100 2.83G 1.078 1.542 1.016 1.161 11 640: 100%|██████████| 233/233 [00:51<00:00, 4.51it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.69it/s] 11/100 2.82G 1.065 1.545 0.9984 1.157 14 640: 100%|██████████| 233/233 [00:50<00:00, 4.57it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.60it/s] 12/100 2.81G 1.067 1.553 1.01 1.164 6 640: 100%|██████████| 233/233 [00:50<00:00, 4.60it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.55it/s] 13/100 2.82G 1.058 1.547 0.986 1.154 16 640: 100%|██████████| 233/233 [00:51<00:00, 4.50it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.60it/s] 14/100 2.82G 1.026 1.515 0.958 1.143 13 640: 100%|██████████| 233/233 [00:51<00:00, 4.51it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.67it/s] 15/100 2.82G 1.012 1.521 0.9519 1.133 22 640: 100%|██████████| 233/233 [00:51<00:00, 4.49it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.48it/s] 16/100 2.81G 1.002 1.502 0.9314 1.133 11 640: 100%|██████████| 233/233 [00:52<00:00, 4.43it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.63it/s] 17/100 2.82G 0.9851 1.511 0.9192 1.117 14 640: 100%|██████████| 233/233 [00:52<00:00, 4.43it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.63it/s] 18/100 2.83G 0.9737 1.474 0.9038 1.115 9 640: 100%|██████████| 233/233 [00:52<00:00, 4.45it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.61it/s] 19/100 2.83G 0.9885 1.494 0.9201 1.124 13 640: 100%|██████████| 233/233 [00:52<00:00, 4.40it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.63it/s] 20/100 2.81G 0.9684 1.473 0.8829 1.116 19 640: 100%|██████████| 233/233 [00:51<00:00, 4.51it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.70it/s] 21/100 2.83G 0.9702 1.504 0.8978 1.114 15 640: 100%|██████████| 233/233 [00:51<00:00, 4.53it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.71it/s] 22/100 2.82G 0.9571 1.479 0.8777 1.108 23 640: 100%|██████████| 233/233 [00:51<00:00, 4.55it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.70it/s] 23/100 2.82G 0.9391 1.476 0.8487 1.097 17 640: 100%|██████████| 233/233 [00:51<00:00, 4.53it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.69it/s] 24/100 2.81G 0.9631 1.463 0.8833 1.113 12 640: 100%|██████████| 233/233 [00:50<00:00, 4.58it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.68it/s] 25/100 2.83G 0.9402 1.481 0.8585 1.1 10 640: 100%|██████████| 233/233 [00:51<00:00, 4.50it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.54it/s] 26/100 2.82G 0.9287 1.467 0.8414 1.099 10 640: 100%|██████████| 233/233 [00:53<00:00, 4.39it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.52it/s] 27/100 2.82G 0.9411 1.485 0.8541 1.101 12 640: 100%|██████████| 233/233 [00:51<00:00, 4.57it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.75it/s] 28/100 2.81G 0.9328 1.454 0.8427 1.102 11 640: 100%|██████████| 233/233 [00:52<00:00, 4.48it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.73it/s] 29/100 2.83G 0.9077 1.433 0.8072 1.083 9 640: 100%|██████████| 233/233 [00:53<00:00, 4.38it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 2.17it/s] 30/100 2.82G 0.9149 1.449 0.8247 1.09 13 640: 100%|██████████| 233/233 [00:50<00:00, 4.62it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.78it/s] 31/100 2.82G 0.9156 1.436 0.8149 1.092 15 640: 100%|██████████| 233/233 [00:50<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.88it/s] 32/100 2.81G 0.9226 1.454 0.8225 1.094 9 640: 100%|██████████| 233/233 [00:51<00:00, 4.50it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.72it/s] 33/100 2.83G 0.9061 1.445 0.8024 1.089 11 640: 100%|██████████| 233/233 [00:51<00:00, 4.52it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.73it/s] 34/100 2.82G 0.9065 1.441 0.8065 1.085 14 640: 100%|██████████| 233/233 [00:50<00:00, 4.60it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.71it/s] 35/100 2.83G 0.8812 1.422 0.7682 1.071 6 640: 100%|██████████| 233/233 [00:52<00:00, 4.46it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.37it/s] 36/100 2.81G 0.8999 1.448 0.801 1.084 17 640: 100%|██████████| 233/233 [00:51<00:00, 4.51it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.75it/s] 37/100 2.82G 0.8907 1.447 0.7744 1.072 14 640: 100%|██████████| 233/233 [00:52<00:00, 4.42it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.62it/s] 38/100 2.82G 0.8871 1.44 0.7787 1.079 15 640: 100%|██████████| 233/233 [00:51<00:00, 4.48it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.79it/s] 39/100 2.82G 0.8879 1.463 0.7772 1.073 23 640: 100%|██████████| 233/233 [00:51<00:00, 4.52it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.85it/s] 40/100 2.81G 0.8755 1.423 0.7707 1.07 11 640: 100%|██████████| 233/233 [00:50<00:00, 4.57it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.70it/s] 41/100 2.82G 0.8612 1.419 0.7683 1.061 15 640: 100%|██████████| 233/233 [00:51<00:00, 4.53it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.80it/s] 42/100 2.83G 0.8757 1.429 0.7845 1.063 11 640: 100%|██████████| 233/233 [00:52<00:00, 4.46it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.70it/s] 43/100 2.82G 0.856 1.421 0.7561 1.06 16 640: 100%|██████████| 233/233 [00:52<00:00, 4.46it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.63it/s] 44/100 2.81G 0.8589 1.424 0.7581 1.065 15 640: 100%|██████████| 233/233 [00:51<00:00, 4.54it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.77it/s] 45/100 2.82G 0.8603 1.431 0.7645 1.064 24 640: 100%|██████████| 233/233 [00:51<00:00, 4.52it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.70it/s] 46/100 2.82G 0.8472 1.407 0.7471 1.057 14 640: 100%|██████████| 233/233 [00:51<00:00, 4.48it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.78it/s] 47/100 2.82G 0.8499 1.413 0.7555 1.056 18 640: 100%|██████████| 233/233 [00:52<00:00, 4.41it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.65it/s] 48/100 2.81G 0.8362 1.401 0.7308 1.053 14 640: 100%|██████████| 233/233 [00:52<00:00, 4.47it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.70it/s] 49/100 2.82G 0.8326 1.397 0.7121 1.053 14 640: 100%|██████████| 233/233 [00:51<00:00, 4.55it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.85it/s] 50/100 2.82G 0.8381 1.416 0.7261 1.056 20 640: 100%|██████████| 233/233 [00:51<00:00, 4.56it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.76it/s] 51/100 2.83G 0.8327 1.394 0.7336 1.049 11 640: 100%|██████████| 233/233 [00:53<00:00, 4.38it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.65it/s] 52/100 2.81G 0.8289 1.387 0.7173 1.052 15 640: 100%|██████████| 233/233 [00:52<00:00, 4.47it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.67it/s] 53/100 2.82G 0.825 1.38 0.7192 1.048 13 640: 100%|██████████| 233/233 [00:51<00:00, 4.52it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.84it/s] 54/100 2.96G 0.8229 1.391 0.706 1.045 10 640: 100%|██████████| 233/233 [00:50<00:00, 4.59it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.94it/s] 55/100 2.82G 0.8186 1.37 0.6973 1.043 13 640: 100%|██████████| 233/233 [00:49<00:00, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.79it/s] 56/100 2.81G 0.8217 1.385 0.692 1.044 11 640: 100%|██████████| 233/233 [00:48<00:00, 4.77it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.93it/s] 57/100 2.82G 0.8056 1.366 0.6903 1.04 12 640: 100%|██████████| 233/233 [00:49<00:00, 4.71it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.90it/s] 58/100 2.82G 0.8109 1.374 0.6858 1.04 9 640: 100%|██████████| 233/233 [00:49<00:00, 4.71it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.87it/s] 59/100 2.82G 0.8137 1.384 0.6989 1.038 14 640: 100%|██████████| 233/233 [00:49<00:00, 4.66it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.89it/s] 60/100 2.81G 0.7985 1.381 0.6729 1.032 12 640: 100%|██████████| 233/233 [00:49<00:00, 4.75it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.82it/s] 61/100 2.96G 0.7927 1.377 0.6641 1.034 13 640: 100%|██████████| 233/233 [00:50<00:00, 4.59it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.81it/s] 62/100 2.82G 0.8055 1.378 0.6874 1.038 12 640: 100%|██████████| 233/233 [00:49<00:00, 4.72it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.96it/s] 63/100 2.82G 0.7847 1.368 0.6576 1.028 15 640: 100%|██████████| 233/233 [00:48<00:00, 4.76it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.80it/s] 64/100 2.81G 0.7885 1.369 0.6564 1.028 14 640: 100%|██████████| 233/233 [00:50<00:00, 4.65it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.94it/s] 65/100 2.82G 0.7893 1.39 0.6622 1.025 20 640: 100%|██████████| 233/233 [00:51<00:00, 4.48it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.66it/s] 66/100 2.82G 0.7881 1.377 0.6634 1.029 16 640: 100%|██████████| 233/233 [00:50<00:00, 4.58it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.55it/s] 67/100 2.83G 0.7834 1.349 0.651 1.03 12 640: 100%|██████████| 233/233 [00:53<00:00, 4.37it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.56it/s] 68/100 2.81G 0.7791 1.353 0.6523 1.025 15 640: 100%|██████████| 233/233 [00:53<00:00, 4.35it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.53it/s] 69/100 2.82G 0.7834 1.346 0.6513 1.025 15 640: 100%|██████████| 233/233 [00:55<00:00, 4.20it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.67it/s] 70/100 2.82G 0.7829 1.368 0.6509 1.026 16 640: 100%|██████████| 233/233 [00:53<00:00, 4.33it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.57it/s] 71/100 2.82G 0.7731 1.355 0.6367 1.017 11 640: 100%|██████████| 233/233 [00:55<00:00, 4.23it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.62it/s] 72/100 2.82G 0.7734 1.356 0.6366 1.018 8 640: 100%|██████████| 233/233 [00:54<00:00, 4.29it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.56it/s] 73/100 2.82G 0.7653 1.345 0.6447 1.015 24 640: 100%|██████████| 233/233 [00:56<00:00, 4.11it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.58it/s] 74/100 2.82G 0.7645 1.35 0.6254 1.013 12 640: 100%|██████████| 233/233 [00:55<00:00, 4.20it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 2.29it/s] 75/100 2.82G 0.7595 1.341 0.6283 1.015 10 640: 100%|██████████| 233/233 [00:53<00:00, 4.37it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.67it/s] 76/100 2.81G 0.7523 1.326 0.6164 1.011 15 640: 100%|██████████| 233/233 [00:53<00:00, 4.36it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.61it/s] 77/100 2.82G 0.7602 1.344 0.6165 1.013 15 640: 100%|██████████| 233/233 [00:52<00:00, 4.43it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.70it/s] 78/100 2.82G 0.7595 1.33 0.6041 1.011 13 640: 100%|██████████| 233/233 [00:53<00:00, 4.34it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.34it/s] 79/100 2.82G 0.7495 1.324 0.6028 1.01 18 640: 100%|██████████| 233/233 [00:54<00:00, 4.28it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.70it/s] 80/100 2.81G 0.7427 1.317 0.6053 1.008 15 640: 100%|██████████| 233/233 [00:53<00:00, 4.37it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.64it/s] 81/100 2.82G 0.7494 1.335 0.5996 1.011 16 640: 100%|██████████| 233/233 [00:56<00:00, 4.13it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 1.98it/s] 82/100 2.82G 0.7419 1.318 0.6058 1.006 13 640: 100%|██████████| 233/233 [00:54<00:00, 4.25it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.47it/s] 83/100 2.82G 0.7413 1.33 0.5953 1.003 16 640: 100%|██████████| 233/233 [00:53<00:00, 4.37it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.64it/s] 84/100 2.81G 0.7308 1.314 0.5937 1.002 18 640: 100%|██████████| 233/233 [00:54<00:00, 4.29it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.59it/s] 85/100 2.82G 0.7211 1.302 0.5736 1.001 14 640: 100%|██████████| 233/233 [00:53<00:00, 4.39it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.71it/s] 86/100 2.82G 0.7308 1.329 0.5809 1.001 15 640: 100%|██████████| 233/233 [00:53<00:00, 4.32it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.61it/s] 87/100 2.96G 0.7304 1.312 0.5794 0.9977 6 640: 100%|██████████| 233/233 [00:55<00:00, 4.20it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 2.23it/s] 88/100 2.81G 0.7256 1.298 0.5747 0.9971 18 640: 100%|██████████| 233/233 [00:56<00:00, 4.10it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.44it/s] 89/100 2.82G 0.7368 1.332 0.5835 1.006 14 640: 100%|██████████| 233/233 [00:53<00:00, 4.33it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.45it/s] 90/100 2.83G 0.7293 1.303 0.585 1.003 11 640: 100%|██████████| 233/233 [00:54<00:00, 4.30it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.71it/s] 91/100 2.69G 0.6308 0.9905 0.5783 1.033 5 640: 100%|██████████| 233/233 [00:54<00:00, 4.31it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.78it/s] 92/100 2.68G 0.6099 0.9724 0.5568 1.022 5 640: 100%|██████████| 233/233 [00:52<00:00, 4.41it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.67it/s] 93/100 2.69G 0.6056 0.976 0.5425 1.016 11 640: 100%|██████████| 233/233 [00:54<00:00, 4.31it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.76it/s] 94/100 2.69G 0.5998 0.966 0.5337 1.016 7 640: 100%|██████████| 233/233 [00:52<00:00, 4.42it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.64it/s] 95/100 2.69G 0.5897 0.9585 0.5275 1.013 5 640: 100%|██████████| 233/233 [00:53<00:00, 4.34it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.49it/s] 96/100 2.68G 0.5812 0.954 0.5064 1.005 6 640: 100%|██████████| 233/233 [00:53<00:00, 4.36it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.76it/s] 97/100 2.69G 0.5818 0.9546 0.5118 1.006 6 640: 100%|██████████| 233/233 [00:53<00:00, 4.36it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.77it/s] 98/100 2.69G 0.5803 0.9534 0.5124 1.008 6 640: 100%|██████████| 233/233 [00:53<00:00, 4.33it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.75it/s] 99/100 2.69G 0.569 0.9549 0.5011 0.9987 9 640: 100%|██████████| 233/233 [00:53<00:00, 4.35it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.65it/s] 100/100 2.68G 0.5676 0.9539 0.4879 0.9994 6 640: 100%|██████████| 233/233 [00:52<00:00, 4.44it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.81it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:04<00:00, 1.71it/s]