train: Scanning D:\调试成功模型\YOLOV8多目标检测\Car-Counting-master\datasets\crack-seg\train\labels... 3717 images, 0 backgrounds, 0 corrupt: 100%|██████████| 3717/3717 [00:08<00:00, 446.48it/s] val: Scanning D:\调试成功模型\YOLOV8多目标检测\Car-Counting-master\datasets\crack-seg\valid\labels... 200 images, 1 backgrounds, 0 corrupt: 100%|██████████| 200/200 [00:00<00:00, 417.82it/s] 1/100 2.77G 1.362 1.948 1.922 1.306 17 640: 100%|██████████| 233/233 [00:57<00:00, 4.05it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 1.92it/s] 2/100 2.82G 1.385 1.698 1.48 1.307 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, 2.69it/s] 3/100 2.82G 1.371 1.688 1.394 1.304 18 640: 100%|██████████| 233/233 [00:50<00:00, 4.64it/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] 4/100 2.81G 1.295 1.641 1.274 1.266 16 640: 100%|██████████| 233/233 [00:49<00:00, 4.70it/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] 5/100 2.82G 1.254 1.652 1.22 1.241 10 640: 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, 2.52it/s] 6/100 2.82G 1.186 1.597 1.153 1.21 15 640: 100%|██████████| 233/233 [00:49<00:00, 4.68it/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 1.163 1.588 1.116 1.201 20 640: 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, 2.63it/s] 8/100 2.81G 1.119 1.572 1.052 1.178 14 640: 100%|██████████| 233/233 [00:50<00:00, 4.64it/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] 9/100 2.82G 1.118 1.584 1.066 1.18 16 640: 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, 2.63it/s] 10/100 2.83G 1.075 1.535 1.012 1.164 11 640: 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, 2.68it/s] 11/100 2.82G 1.073 1.544 0.9971 1.159 14 640: 100%|██████████| 233/233 [00:48<00:00, 4.85it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.86it/s] 12/100 2.81G 1.062 1.554 1.008 1.163 6 640: 100%|██████████| 233/233 [00:47<00:00, 4.92it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.86it/s] 13/100 2.82G 1.046 1.549 0.9736 1.15 16 640: 100%|██████████| 233/233 [00:47<00:00, 4.94it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.74it/s] 14/100 2.82G 1.031 1.519 0.9599 1.145 13 640: 100%|██████████| 233/233 [00:47<00:00, 4.95it/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] 15/100 2.95G 1.012 1.521 0.9425 1.133 22 640: 100%|██████████| 233/233 [00:47<00:00, 4.95it/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] 16/100 2.81G 1.007 1.508 0.9362 1.135 11 640: 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, 2.69it/s] 17/100 2.82G 0.9852 1.517 0.9125 1.114 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, 2.56it/s] 18/100 2.83G 0.9783 1.474 0.8937 1.116 9 640: 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, 2.50it/s] 19/100 2.83G 0.9938 1.494 0.9186 1.125 13 640: 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, 2.48it/s] 20/100 2.81G 0.9851 1.478 0.8901 1.123 19 640: 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, 2.59it/s] 21/100 2.83G 0.9727 1.502 0.8961 1.117 15 640: 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, 2.63it/s] 22/100 2.82G 0.9529 1.477 0.8656 1.106 23 640: 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, 2.56it/s] 23/100 2.82G 0.9434 1.477 0.8487 1.099 17 640: 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, 2.58it/s] 24/100 2.81G 0.9607 1.463 0.8821 1.116 12 640: 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, 2.52it/s] 25/100 2.83G 0.9489 1.485 0.8609 1.108 10 640: 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, 2.64it/s] 26/100 2.82G 0.93 1.467 0.8426 1.099 10 640: 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, 2.58it/s] 27/100 2.82G 0.9458 1.491 0.8435 1.104 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, 2.45it/s] 28/100 2.81G 0.9254 1.453 0.8336 1.101 11 640: 100%|██████████| 233/233 [00:48<00:00, 4.80it/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] 29/100 2.83G 0.9113 1.443 0.8086 1.084 9 640: 100%|██████████| 233/233 [00:48<00:00, 4.80it/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] 30/100 2.82G 0.9133 1.454 0.8254 1.089 13 640: 100%|██████████| 233/233 [00:48<00:00, 4.80it/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] 31/100 2.82G 0.9087 1.441 0.8114 1.089 15 640: 100%|██████████| 233/233 [00:48<00:00, 4.78it/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] 32/100 2.81G 0.9235 1.46 0.8143 1.091 9 640: 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, 2.46it/s] 33/100 2.82G 0.9095 1.452 0.7987 1.09 11 640: 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 [00:03<00:00, 2.27it/s] 34/100 2.83G 0.9059 1.446 0.8123 1.089 14 640: 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, 2.64it/s] 35/100 2.83G 0.8796 1.424 0.78 1.074 6 640: 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, 2.39it/s] 36/100 2.81G 0.9008 1.453 0.8039 1.086 17 640: 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, 2.45it/s] 37/100 2.82G 0.8851 1.446 0.7831 1.07 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, 2.63it/s] 38/100 2.95G 0.8802 1.442 0.7798 1.075 15 640: 100%|██████████| 233/233 [00:50<00:00, 4.61it/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] 39/100 2.82G 0.8916 1.464 0.7832 1.075 23 640: 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] 40/100 2.81G 0.8745 1.423 0.771 1.074 11 640: 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, 2.36it/s] 41/100 2.82G 0.8685 1.426 0.7648 1.064 15 640: 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, 2.67it/s] 42/100 2.83G 0.8766 1.428 0.7803 1.065 11 640: 100%|██████████| 233/233 [00:49<00:00, 4.68it/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] 43/100 2.82G 0.8603 1.424 0.7633 1.064 16 640: 100%|██████████| 233/233 [00:50<00:00, 4.64it/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] 44/100 2.81G 0.8598 1.431 0.7561 1.065 15 640: 100%|██████████| 233/233 [00:50<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, 2.69it/s] 45/100 2.82G 0.8619 1.435 0.7594 1.068 24 640: 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, 2.52it/s] 46/100 2.82G 0.8436 1.408 0.7422 1.057 14 640: 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, 2.66it/s] 47/100 2.82G 0.8512 1.417 0.762 1.056 18 640: 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, 2.69it/s] 48/100 2.81G 0.8356 1.403 0.7348 1.052 14 640: 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] 49/100 2.82G 0.836 1.398 0.7164 1.054 14 640: 100%|██████████| 233/233 [00:54<00:00, 4.24it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.41it/s] 50/100 2.82G 0.8384 1.418 0.7274 1.056 20 640: 100%|██████████| 233/233 [00:58<00:00, 4.00it/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] 51/100 2.83G 0.8423 1.394 0.7346 1.055 11 640: 100%|██████████| 233/233 [00:50<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, 2.66it/s] 52/100 2.81G 0.8305 1.383 0.7147 1.051 15 640: 100%|██████████| 233/233 [00:50<00:00, 4.64it/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] 53/100 2.82G 0.8296 1.383 0.7147 1.05 13 640: 100%|██████████| 233/233 [00:50<00:00, 4.61it/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] 54/100 2.96G 0.8266 1.394 0.7103 1.048 10 640: 100%|██████████| 233/233 [00:49<00:00, 4.69it/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] 55/100 2.82G 0.8167 1.373 0.7011 1.043 13 640: 100%|██████████| 233/233 [00:50<00:00, 4.61it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 2.30it/s] 56/100 2.8G 0.8229 1.387 0.6937 1.046 11 640: 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, 2.50it/s] 57/100 2.82G 0.8064 1.366 0.6863 1.04 12 640: 100%|██████████| 233/233 [00:58<00:00, 4.01it/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] 58/100 2.82G 0.8182 1.375 0.683 1.041 9 640: 100%|██████████| 233/233 [00:49<00:00, 4.74it/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] 59/100 2.82G 0.8097 1.381 0.6973 1.038 14 640: 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, 2.46it/s] 60/100 2.81G 0.8018 1.375 0.6712 1.033 12 640: 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 [00:03<00:00, 2.16it/s] 61/100 2.96G 0.7949 1.379 0.6595 1.031 13 640: 100%|██████████| 233/233 [00:54<00:00, 4.24it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.50it/s] 62/100 2.82G 0.807 1.38 0.689 1.038 12 640: 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, 2.37it/s] 63/100 2.82G 0.7897 1.369 0.664 1.03 15 640: 100%|██████████| 233/233 [01:06<00:00, 3.50it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:05<00:00, 1.28it/s] 64/100 2.81G 0.7911 1.37 0.6558 1.03 14 640: 100%|██████████| 233/233 [01:09<00:00, 3.35it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:06<00:00, 1.15it/s] 65/100 2.82G 0.7905 1.392 0.6651 1.025 20 640: 100%|██████████| 233/233 [01:09<00:00, 3.35it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.82it/s] 66/100 2.82G 0.7923 1.379 0.6615 1.029 16 640: 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, 2.59it/s] 67/100 2.82G 0.786 1.351 0.6525 1.031 12 640: 100%|██████████| 233/233 [00:49<00:00, 4.70it/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] 68/100 2.81G 0.7853 1.359 0.6604 1.026 15 640: 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, 2.55it/s] 69/100 2.81G 0.7834 1.349 0.6521 1.023 15 640: 100%|██████████| 233/233 [00:48<00:00, 4.84it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.83it/s] 70/100 2.82G 0.7831 1.368 0.6479 1.027 16 640: 100%|██████████| 233/233 [00:47<00:00, 4.87it/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] 71/100 2.82G 0.7782 1.356 0.6441 1.019 11 640: 100%|██████████| 233/233 [00:47<00:00, 4.86it/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] 72/100 2.81G 0.78 1.361 0.6403 1.026 8 640: 100%|██████████| 233/233 [00:47<00:00, 4.86it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.92it/s] 73/100 2.82G 0.7646 1.348 0.6397 1.016 24 640: 100%|██████████| 233/233 [00:47<00:00, 4.88it/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] 74/100 2.82G 0.7581 1.353 0.623 1.012 12 640: 100%|██████████| 233/233 [00:47<00:00, 4.87it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.83it/s] 75/100 2.83G 0.7629 1.346 0.6227 1.017 10 640: 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, 2.70it/s] 76/100 2.8G 0.7546 1.328 0.6138 1.014 15 640: 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, 2.64it/s] 77/100 2.82G 0.7571 1.345 0.6162 1.012 15 640: 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, 2.69it/s] 78/100 2.82G 0.7637 1.335 0.6095 1.014 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, 2.62it/s] 79/100 2.82G 0.7547 1.325 0.6076 1.014 18 640: 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, 2.68it/s] 80/100 2.81G 0.7445 1.322 0.6137 1.01 15 640: 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, 2.74it/s] 81/100 2.82G 0.7484 1.341 0.605 1.01 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, 2.77it/s] 82/100 2.82G 0.7443 1.323 0.6021 1.006 13 640: 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, 2.71it/s] 83/100 2.82G 0.7464 1.334 0.5943 1.006 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 [00:02<00:00, 2.80it/s] 84/100 2.81G 0.7321 1.318 0.5882 1.002 18 640: 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, 2.68it/s] 85/100 2.82G 0.7224 1.312 0.5739 1.002 14 640: 100%|██████████| 233/233 [00:49<00:00, 4.70it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:02<00:00, 2.74it/s] 86/100 2.82G 0.734 1.331 0.5802 1.005 15 640: 100%|██████████| 233/233 [00:48<00:00, 4.79it/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] 87/100 2.96G 0.7317 1.314 0.5795 1.001 6 640: 100%|██████████| 233/233 [00:58<00:00, 3.96it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:04<00:00, 1.64it/s] 88/100 2.8G 0.7313 1.301 0.5789 1 18 640: 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, 2.61it/s] 89/100 2.82G 0.7356 1.334 0.5849 1.006 14 640: 100%|██████████| 233/233 [00:55<00:00, 4.22it/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] 90/100 2.83G 0.73 1.303 0.5828 1.006 11 640: 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, 2.74it/s] 91/100 2.69G 0.6352 0.9916 0.5788 1.034 5 640: 100%|██████████| 233/233 [01:13<00:00, 3.18it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 1.89it/s] 92/100 2.68G 0.6199 0.9761 0.5604 1.029 5 640: 100%|██████████| 233/233 [01:02<00:00, 3.71it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 2.06it/s] 93/100 2.69G 0.6043 0.9726 0.5394 1.015 11 640: 100%|██████████| 233/233 [01:00<00:00, 3.84it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:03<00:00, 1.96it/s] 94/100 2.69G 0.6032 0.9678 0.5313 1.015 7 640: 100%|██████████| 233/233 [01:00<00:00, 3.88it/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] 95/100 2.69G 0.5962 0.9647 0.5245 1.012 5 640: 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, 2.51it/s] 96/100 2.68G 0.5789 0.9563 0.5053 1.003 6 640: 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, 2.47it/s] 97/100 2.69G 0.584 0.959 0.5096 1.006 6 640: 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 [00:03<00:00, 2.15it/s] 98/100 2.69G 0.5828 0.9565 0.507 1.009 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, 2.67it/s] 99/100 2.69G 0.5684 0.9592 0.4987 0.996 9 640: 100%|██████████| 233/233 [00:55<00:00, 4.18it/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] 100/100 2.68G 0.5686 0.9588 0.4943 0.9994 6 640: 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, 2.82it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:06<00:00, 1.05it/s]