We used Roboflow to produce our training data and uploaded the resultant file to:-
Code: Select all
/content/yolov5
Using CUDA device0 _CudaDeviceProperties(name='Tesla P100-PCIE-16GB', total_memory=16280MB)
Namespace(adam=False, batch_size=16, bucket='', cache_images=True, cfg='./models/custom_yolov5s.yaml', data='../data.yaml', device='', epochs=100, evolve=False, global_rank=-1, hyp='data/hyp.scratch.yaml', image_weights=False, img_size=[416, 416], local_rank=-1, logdir='runs/', multi_scale=False, name='yolov5s_results', noautoanchor=False, nosave=False, notest=False, rect=False, resume=False, single_cls=False, sync_bn=False, total_batch_size=16, weights='', workers=8, world_size=1)
Start Tensorboard with "tensorboard --logdir runs/", view at http://localhost:6006/
2020-09-05 05:40:27.383932: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.10.1
Hyperparameters {'lr0': 0.01, 'lrf': 0.2, 'momentum': 0.937, 'weight_decay': 0.0005, 'giou': 0.05, 'cls': 0.5, 'cls_pw': 1.0, 'obj': 1.0, 'obj_pw': 1.0, 'iou_t': 0.2, 'anchor_t': 4.0, 'fl_gamma': 0.0, '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, 'mixup': 0.0}
from n params module arguments
0 -1 1 3520 models.common.Focus [3, 32, 3]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 19904 models.common.BottleneckCSP [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 1 161152 models.common.BottleneckCSP [128, 128, 3]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 1 641792 models.common.BottleneckCSP [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 656896 models.common.SPP [512, 512, [5, 9, 13]]
9 -1 1 1248768 models.common.BottleneckCSP [512, 512, 1, False]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 378624 models.common.BottleneckCSP [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 95104 models.common.BottleneckCSP [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 313088 models.common.BottleneckCSP [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1248768 models.common.BottleneckCSP [512, 512, 1, False]
24 [17, 20, 23] 1 16182 models.yolo.Detect [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model Summary: 191 layers, 7.25509e+06 parameters, 7.25509e+06 gradients
Optimizer groups: 62 .bias, 70 conv.weight, 59 other
Scanning images: 100% 185/185 [00:00<00:00, 3439.98it/s]
Scanning labels ../train/labels.cache (185 found, 0 missing, 0 empty, 0 duplicate, for 185 images): 185it [00:00, 13115.18it/s]
Caching images (0.1GB): 100% 185/185 [00:00<00:00, 393.90it/s]
Scanning images: 100% 53/53 [00:00<00:00, 3264.43it/s]
Scanning labels ../valid/labels.cache (53 found, 0 missing, 0 empty, 0 duplicate, for 53 images): 53it [00:00, 9986.44it/s]
Caching images (0.0GB): 100% 53/53 [00:00<00:00, 173.38it/s]
/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.
import pandas.util.testing as tm
Analyzing anchors... anchors/target = 3.45, Best Possible Recall (BPR) = 1.0000
Image sizes 416 train, 416 test
Using 2 dataloader workers
Logging results to runs/exp0_yolov5s_results
Starting training for 100 epochs...
Epoch gpu_mem GIoU obj cls total targets img_size
0/99 0.818G 0.1114 0.0483 0 0.1597 23 416: 100% 12/12 [00:05<00:00, 2.16it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:03<00:00, 1.07it/s]
all 53 54 0 0 0.00436 0.000588
Epoch gpu_mem GIoU obj cls total targets img_size
1/99 1.42G 0.09849 0.05125 0 0.1497 20 416: 100% 12/12 [00:02<00:00, 4.30it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.34it/s]
all 53 54 0 0 0.000416 4.45e-05
Epoch gpu_mem GIoU obj cls total targets img_size
2/99 1.42G 0.08871 0.05231 0 0.141 25 416: 100% 12/12 [00:02<00:00, 5.02it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.55it/s]
all 53 54 0 0 0.000529 5.74e-05
Epoch gpu_mem GIoU obj cls total targets img_size
3/99 1.42G 0.08284 0.0574 0 0.1402 24 416: 100% 12/12 [00:02<00:00, 4.94it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.57it/s]
all 53 54 0 0 0.000999 0.0001
Epoch gpu_mem GIoU obj cls total targets img_size
4/99 1.42G 0.08285 0.05376 0 0.1366 29 416: 100% 12/12 [00:02<00:00, 4.94it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.43it/s]
all 53 54 0 0 0.000634 6.34e-05
Epoch gpu_mem GIoU obj cls total targets img_size
5/99 1.42G 0.07538 0.05296 0 0.1283 21 416: 100% 12/12 [00:02<00:00, 4.93it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.58it/s]
all 53 54 0 0 0.00087 0.000102
Epoch gpu_mem GIoU obj cls total targets img_size
6/99 1.42G 0.07737 0.05539 0 0.1328 22 416: 100% 12/12 [00:02<00:00, 4.93it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.56it/s]
all 53 54 0 0 0.000336 5.7e-05
Epoch gpu_mem GIoU obj cls total targets img_size
7/99 1.42G 0.07874 0.05205 0 0.1308 18 416: 100% 12/12 [00:02<00:00, 4.85it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.52it/s]
all 53 54 0 0 0.000897 0.000138
Epoch gpu_mem GIoU obj cls total targets img_size
8/99 1.42G 0.07445 0.05737 0 0.1318 22 416: 100% 12/12 [00:02<00:00, 4.93it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.37it/s]
all 53 54 0 0 0.000596 7.01e-05
Epoch gpu_mem GIoU obj cls total targets img_size
9/99 1.42G 0.07856 0.06159 0 0.1401 25 416: 100% 12/12 [00:02<00:00, 4.92it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.55it/s]
all 53 54 0 0 0.000892 0.000117
Epoch gpu_mem GIoU obj cls total targets img_size
10/99 1.42G 0.07614 0.05583 0 0.132 21 416: 100% 12/12 [00:02<00:00, 4.94it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.52it/s]
all 53 54 0 0 0.000844 9.66e-05
Epoch gpu_mem GIoU obj cls total targets img_size
11/99 1.42G 0.07376 0.05572 0 0.1295 17 416: 100% 12/12 [00:02<00:00, 4.89it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.39it/s]
all 53 54 0 0 0.00837 0.000894
Epoch gpu_mem GIoU obj cls total targets img_size
12/99 1.42G 0.07735 0.05711 0 0.1345 25 416: 100% 12/12 [00:02<00:00, 4.85it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.52it/s]
all 53 54 0 0 0.00651 0.00132
Epoch gpu_mem GIoU obj cls total targets img_size
13/99 1.42G 0.07779 0.05021 0 0.128 20 416: 100% 12/12 [00:02<00:00, 4.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0 0 0.00293 0.00045
Epoch gpu_mem GIoU obj cls total targets img_size
14/99 1.42G 0.07604 0.05829 0 0.1343 29 416: 100% 12/12 [00:02<00:00, 5.41it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.31it/s]
all 53 54 0 0 0.00275 0.000282
Epoch gpu_mem GIoU obj cls total targets img_size
15/99 1.42G 0.07381 0.06115 0 0.135 18 416: 100% 12/12 [00:02<00:00, 5.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0.116 0.0185 0.0135 0.00143
Epoch gpu_mem GIoU obj cls total targets img_size
16/99 1.42G 0.0745 0.05586 0 0.1304 24 416: 100% 12/12 [00:02<00:00, 5.43it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.49it/s]
all 53 54 0.242 0.0185 0.0107 0.00164
Epoch gpu_mem GIoU obj cls total targets img_size
17/99 1.42G 0.07581 0.05233 0 0.1281 19 416: 100% 12/12 [00:02<00:00, 5.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.43it/s]
all 53 54 0.154 0.0185 0.0186 0.00205
Epoch gpu_mem GIoU obj cls total targets img_size
18/99 1.42G 0.07427 0.05633 0 0.1306 22 416: 100% 12/12 [00:02<00:00, 5.49it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0 0 0.00197 0.000257
Epoch gpu_mem GIoU obj cls total targets img_size
19/99 1.42G 0.07496 0.05468 0 0.1296 23 416: 100% 12/12 [00:02<00:00, 5.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0 0 0.00312 0.000418
Epoch gpu_mem GIoU obj cls total targets img_size
20/99 1.42G 0.07526 0.05861 0 0.1339 28 416: 100% 12/12 [00:02<00:00, 5.45it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.48it/s]
all 53 54 0 0 0.00424 0.0011
Epoch gpu_mem GIoU obj cls total targets img_size
21/99 1.42G 0.07881 0.05913 0 0.1379 23 416: 100% 12/12 [00:02<00:00, 5.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.56it/s]
all 53 54 0 0 0.00906 0.00272
Epoch gpu_mem GIoU obj cls total targets img_size
22/99 1.42G 0.07463 0.05595 0 0.1306 20 416: 100% 12/12 [00:02<00:00, 5.44it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.50it/s]
all 53 54 0 0 0.0116 0.00207
Epoch gpu_mem GIoU obj cls total targets img_size
23/99 1.42G 0.07444 0.05956 0 0.134 24 416: 100% 12/12 [00:02<00:00, 5.45it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.37it/s]
all 53 54 0.206 0.0153 0.0181 0.00462
Epoch gpu_mem GIoU obj cls total targets img_size
24/99 1.42G 0.07505 0.06286 0 0.1379 22 416: 100% 12/12 [00:02<00:00, 5.50it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.55it/s]
all 53 54 0.217 0.00803 0.0244 0.00308
Epoch gpu_mem GIoU obj cls total targets img_size
25/99 1.42G 0.07804 0.05638 0 0.1344 23 416: 100% 12/12 [00:02<00:00, 5.61it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.54it/s]
all 53 54 0.289 0.0161 0.0208 0.00272
Epoch gpu_mem GIoU obj cls total targets img_size
26/99 1.42G 0.07333 0.06168 0 0.135 29 416: 100% 12/12 [00:02<00:00, 5.50it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.39it/s]
all 53 54 0.0879 0.0185 0.0263 0.00613
Epoch gpu_mem GIoU obj cls total targets img_size
27/99 1.42G 0.07237 0.06148 0 0.1339 21 416: 100% 12/12 [00:02<00:00, 5.48it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.43it/s]
all 53 54 0 0 0.0218 0.00335
Epoch gpu_mem GIoU obj cls total targets img_size
28/99 1.42G 0.07335 0.06151 0 0.1349 24 416: 100% 12/12 [00:02<00:00, 5.44it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.50it/s]
all 53 54 0 0 0.0226 0.00303
Epoch gpu_mem GIoU obj cls total targets img_size
29/99 1.42G 0.07314 0.0578 0 0.1309 20 416: 100% 12/12 [00:02<00:00, 5.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.41it/s]
all 53 54 0 0 0.0232 0.00317
Epoch gpu_mem GIoU obj cls total targets img_size
30/99 1.42G 0.06684 0.05659 0 0.1234 15 416: 100% 12/12 [00:02<00:00, 5.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.54it/s]
all 53 54 0 0 0.0308 0.00476
Epoch gpu_mem GIoU obj cls total targets img_size
31/99 1.42G 0.06864 0.05874 0 0.1274 23 416: 100% 12/12 [00:02<00:00, 5.48it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.56it/s]
all 53 54 0 0 0.0244 0.00327
Epoch gpu_mem GIoU obj cls total targets img_size
32/99 1.42G 0.07183 0.06147 0 0.1333 23 416: 100% 12/12 [00:02<00:00, 5.59it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.41it/s]
all 53 54 0 0 0.0173 0.00286
Epoch gpu_mem GIoU obj cls total targets img_size
33/99 1.42G 0.07031 0.05899 0 0.1293 23 416: 100% 12/12 [00:02<00:00, 5.63it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.58it/s]
all 53 54 0 0 0.0111 0.00151
Epoch gpu_mem GIoU obj cls total targets img_size
34/99 1.42G 0.0705 0.05949 0 0.13 19 416: 100% 12/12 [00:02<00:00, 5.63it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0 0 0.0123 0.00144
Epoch gpu_mem GIoU obj cls total targets img_size
35/99 1.42G 0.07197 0.06245 0 0.1344 27 416: 100% 12/12 [00:02<00:00, 5.52it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.36it/s]
all 53 54 0 0 0.0129 0.00174
Epoch gpu_mem GIoU obj cls total targets img_size
36/99 1.42G 0.07251 0.05924 0 0.1317 22 416: 100% 12/12 [00:02<00:00, 5.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.52it/s]
all 53 54 0 0 0.0213 0.00288
Epoch gpu_mem GIoU obj cls total targets img_size
37/99 1.42G 0.07174 0.062 0 0.1337 30 416: 100% 12/12 [00:02<00:00, 5.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.54it/s]
all 53 54 0 0 0.0381 0.00602
Epoch gpu_mem GIoU obj cls total targets img_size
38/99 1.42G 0.07479 0.05834 0 0.1331 16 416: 100% 12/12 [00:02<00:00, 5.46it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.33it/s]
all 53 54 0 0 0.026 0.00329
Epoch gpu_mem GIoU obj cls total targets img_size
39/99 1.42G 0.07053 0.05913 0 0.1297 27 416: 100% 12/12 [00:02<00:00, 5.47it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.56it/s]
all 53 54 1 0.0185 0.0338 0.00367
Epoch gpu_mem GIoU obj cls total targets img_size
40/99 1.42G 0.07067 0.05806 0 0.1287 21 416: 100% 12/12 [00:02<00:00, 5.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.47it/s]
all 53 54 1 0.0185 0.0666 0.0125
Epoch gpu_mem GIoU obj cls total targets img_size
41/99 1.42G 0.06839 0.06284 0 0.1312 20 416: 100% 12/12 [00:02<00:00, 5.52it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.59it/s]
all 53 54 0 0 0.0416 0.00704
Epoch gpu_mem GIoU obj cls total targets img_size
42/99 1.42G 0.06843 0.0616 0 0.13 18 416: 100% 12/12 [00:02<00:00, 5.75it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.37it/s]
all 53 54 0 0 0.0261 0.00457
Epoch gpu_mem GIoU obj cls total targets img_size
43/99 1.42G 0.06933 0.06512 0 0.1345 26 416: 100% 12/12 [00:02<00:00, 5.62it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.52it/s]
all 53 54 0 0 0.0244 0.00377
Epoch gpu_mem GIoU obj cls total targets img_size
44/99 1.42G 0.0676 0.06698 0 0.1346 26 416: 100% 12/12 [00:02<00:00, 5.73it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.55it/s]
all 53 54 0 0 0.02 0.00243
Epoch gpu_mem GIoU obj cls total targets img_size
45/99 1.42G 0.06492 0.06747 0 0.1324 36 416: 100% 12/12 [00:02<00:00, 5.74it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.41it/s]
all 53 54 0 0 0.0209 0.00274
Epoch gpu_mem GIoU obj cls total targets img_size
46/99 1.42G 0.06411 0.06405 0 0.1282 24 416: 100% 12/12 [00:02<00:00, 5.74it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.58it/s]
all 53 54 0 0 0.0241 0.00279
Epoch gpu_mem GIoU obj cls total targets img_size
47/99 1.42G 0.06485 0.05992 0 0.1248 23 416: 100% 12/12 [00:02<00:00, 5.73it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.51it/s]
all 53 54 0 0 0.0142 0.00214
Epoch gpu_mem GIoU obj cls total targets img_size
48/99 1.42G 0.06325 0.06262 0 0.1259 16 416: 100% 12/12 [00:02<00:00, 5.71it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.49it/s]
all 53 54 0 0 0.0119 0.00201
Epoch gpu_mem GIoU obj cls total targets img_size
49/99 1.42G 0.0643 0.06599 0 0.1303 19 416: 100% 12/12 [00:02<00:00, 5.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.39it/s]
all 53 54 0.00301 0.0556 0.0116 0.00202
Epoch gpu_mem GIoU obj cls total targets img_size
50/99 1.42G 0.06459 0.06228 0 0.1269 20 416: 100% 12/12 [00:02<00:00, 5.76it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.48it/s]
all 53 54 0.00423 0.0926 0.0117 0.00203
Epoch gpu_mem GIoU obj cls total targets img_size
51/99 1.42G 0.06315 0.06119 0 0.1243 21 416: 100% 12/12 [00:02<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.57it/s]
all 53 54 0.00354 0.0741 0.0138 0.00256
Epoch gpu_mem GIoU obj cls total targets img_size
52/99 1.42G 0.06466 0.06232 0 0.127 18 416: 100% 12/12 [00:02<00:00, 5.62it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.35it/s]
all 53 54 0.0144 0.0741 0.0279 0.00728
Epoch gpu_mem GIoU obj cls total targets img_size
53/99 1.42G 0.0651 0.06484 0 0.1299 24 416: 100% 12/12 [00:02<00:00, 5.71it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.50it/s]
all 53 54 0.0217 0.0926 0.0272 0.00502
Epoch gpu_mem GIoU obj cls total targets img_size
54/99 1.42G 0.06062 0.06164 0 0.1223 14 416: 100% 12/12 [00:02<00:00, 5.87it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.55it/s]
all 53 54 0.042 0.037 0.0247 0.00616
Epoch gpu_mem GIoU obj cls total targets img_size
55/99 1.42G 0.06653 0.06422 0 0.1308 21 416: 100% 12/12 [00:02<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.33it/s]
all 53 54 0 0 0.0267 0.00555
Epoch gpu_mem GIoU obj cls total targets img_size
56/99 1.42G 0.06236 0.06298 0 0.1253 21 416: 100% 12/12 [00:02<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0 0 0.0442 0.00971
Epoch gpu_mem GIoU obj cls total targets img_size
57/99 1.42G 0.06225 0.06343 0 0.1257 21 416: 100% 12/12 [00:02<00:00, 5.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.49it/s]
all 53 54 0 0 0.065 0.017
Epoch gpu_mem GIoU obj cls total targets img_size
58/99 1.42G 0.06119 0.06261 0 0.1238 22 416: 100% 12/12 [00:02<00:00, 5.78it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.35it/s]
all 53 54 0 0 0.0417 0.0104
Epoch gpu_mem GIoU obj cls total targets img_size
59/99 1.42G 0.06067 0.05844 0 0.1191 24 416: 100% 12/12 [00:02<00:00, 5.74it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.54it/s]
all 53 54 0 0 0.031 0.00699
Epoch gpu_mem GIoU obj cls total targets img_size
60/99 1.42G 0.06369 0.06742 0 0.1311 21 416: 100% 12/12 [00:02<00:00, 5.71it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.61it/s]
all 53 54 0 0 0.0306 0.00505
Epoch gpu_mem GIoU obj cls total targets img_size
61/99 1.42G 0.06407 0.06509 0 0.1292 25 416: 100% 12/12 [00:02<00:00, 5.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.54it/s]
all 53 54 0.0706 0.037 0.0296 0.00531
Epoch gpu_mem GIoU obj cls total targets img_size
62/99 1.42G 0.06329 0.062 0 0.1253 21 416: 100% 12/12 [00:02<00:00, 5.81it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.44it/s]
all 53 54 0 0 0.0272 0.00494
Epoch gpu_mem GIoU obj cls total targets img_size
63/99 1.42G 0.06046 0.06243 0 0.1229 25 416: 100% 12/12 [00:02<00:00, 5.78it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0 0 0.0333 0.00617
Epoch gpu_mem GIoU obj cls total targets img_size
64/99 1.42G 0.05635 0.05767 0 0.114 18 416: 100% 12/12 [00:02<00:00, 5.76it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.52it/s]
all 53 54 0 0 0.04 0.00581
Epoch gpu_mem GIoU obj cls total targets img_size
65/99 1.42G 0.06252 0.06835 0 0.1309 25 416: 100% 12/12 [00:02<00:00, 5.73it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.35it/s]
all 53 54 0.0463 0.037 0.0511 0.00822
Epoch gpu_mem GIoU obj cls total targets img_size
66/99 1.42G 0.0612 0.0665 0 0.1277 21 416: 100% 12/12 [00:02<00:00, 5.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0.0112 0.037 0.0404 0.00708
Epoch gpu_mem GIoU obj cls total targets img_size
67/99 1.42G 0.05886 0.06563 0 0.1245 19 416: 100% 12/12 [00:02<00:00, 5.71it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.52it/s]
all 53 54 0.0145 0.037 0.0382 0.00652
Epoch gpu_mem GIoU obj cls total targets img_size
68/99 1.42G 0.0626 0.06934 0 0.1319 23 416: 100% 12/12 [00:02<00:00, 5.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.34it/s]
all 53 54 0.021 0.0185 0.0351 0.00548
Epoch gpu_mem GIoU obj cls total targets img_size
69/99 1.42G 0.05777 0.06507 0 0.1228 20 416: 100% 12/12 [00:02<00:00, 5.89it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.50it/s]
all 53 54 0 0 0.0328 0.00502
Epoch gpu_mem GIoU obj cls total targets img_size
70/99 1.42G 0.06121 0.06384 0 0.1251 23 416: 100% 12/12 [00:02<00:00, 5.92it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.55it/s]
all 53 54 0 0 0.0178 0.00295
Epoch gpu_mem GIoU obj cls total targets img_size
71/99 1.42G 0.06121 0.06745 0 0.1287 28 416: 100% 12/12 [00:02<00:00, 5.85it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.37it/s]
all 53 54 0.0245 0.0185 0.0305 0.00519
Epoch gpu_mem GIoU obj cls total targets img_size
72/99 1.42G 0.0587 0.06349 0 0.1222 17 416: 100% 12/12 [00:02<00:00, 5.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.51it/s]
all 53 54 0.0175 0.0185 0.0328 0.00534
Epoch gpu_mem GIoU obj cls total targets img_size
73/99 1.42G 0.06023 0.06595 0 0.1262 19 416: 100% 12/12 [00:02<00:00, 5.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.58it/s]
all 53 54 0 0 0.0246 0.00366
Epoch gpu_mem GIoU obj cls total targets img_size
74/99 1.42G 0.05783 0.065 0 0.1228 18 416: 100% 12/12 [00:02<00:00, 5.92it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0 0 0.0415 0.00572
Epoch gpu_mem GIoU obj cls total targets img_size
75/99 1.42G 0.05807 0.05998 0 0.1181 24 416: 100% 12/12 [00:02<00:00, 5.91it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.37it/s]
all 53 54 0 0 0.0468 0.00728
Epoch gpu_mem GIoU obj cls total targets img_size
76/99 1.42G 0.05977 0.0651 0 0.1249 21 416: 100% 12/12 [00:02<00:00, 5.76it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.58it/s]
all 53 54 0 0 0.0305 0.00562
Epoch gpu_mem GIoU obj cls total targets img_size
77/99 1.42G 0.05414 0.06481 0 0.119 29 416: 100% 12/12 [00:02<00:00, 5.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.59it/s]
all 53 54 0 0 0.0407 0.00601
Epoch gpu_mem GIoU obj cls total targets img_size
78/99 1.42G 0.06 0.06295 0 0.123 26 416: 100% 12/12 [00:02<00:00, 5.73it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.40it/s]
all 53 54 0 0 0.0302 0.00507
Epoch gpu_mem GIoU obj cls total targets img_size
79/99 1.42G 0.05838 0.05901 0 0.1174 21 416: 100% 12/12 [00:02<00:00, 5.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.56it/s]
all 53 54 0 0 0.0306 0.0054
Epoch gpu_mem GIoU obj cls total targets img_size
80/99 1.42G 0.06153 0.06338 0 0.1249 21 416: 100% 12/12 [00:02<00:00, 5.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.48it/s]
all 53 54 0 0 0.0385 0.00649
Epoch gpu_mem GIoU obj cls total targets img_size
81/99 1.42G 0.05934 0.06757 0 0.1269 23 416: 100% 12/12 [00:02<00:00, 5.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.43it/s]
all 53 54 0.024 0.0185 0.0518 0.00743
Epoch gpu_mem GIoU obj cls total targets img_size
82/99 1.42G 0.05941 0.06107 0 0.1205 23 416: 100% 12/12 [00:02<00:00, 5.91it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.59it/s]
all 53 54 0.0348 0.0321 0.0567 0.00864
Epoch gpu_mem GIoU obj cls total targets img_size
83/99 1.42G 0.0574 0.06215 0 0.1195 23 416: 100% 12/12 [00:02<00:00, 5.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.52it/s]
all 53 54 0.0429 0.037 0.053 0.00872
Epoch gpu_mem GIoU obj cls total targets img_size
84/99 1.42G 0.05506 0.06326 0 0.1183 19 416: 100% 12/12 [00:02<00:00, 5.82it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.57it/s]
all 53 54 0.0418 0.037 0.0422 0.00646
Epoch gpu_mem GIoU obj cls total targets img_size
85/99 1.42G 0.05627 0.0635 0 0.1198 15 416: 100% 12/12 [00:02<00:00, 5.89it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.39it/s]
all 53 54 0.0239 0.0185 0.0515 0.00852
Epoch gpu_mem GIoU obj cls total targets img_size
86/99 1.42G 0.0606 0.06497 0 0.1256 18 416: 100% 12/12 [00:02<00:00, 5.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.59it/s]
all 53 54 0.0239 0.0185 0.0413 0.00714
Epoch gpu_mem GIoU obj cls total targets img_size
87/99 1.42G 0.0577 0.06326 0 0.121 12 416: 100% 12/12 [00:02<00:00, 5.85it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.61it/s]
all 53 54 0.0477 0.0556 0.0514 0.00899
Epoch gpu_mem GIoU obj cls total targets img_size
88/99 1.42G 0.05719 0.06302 0 0.1202 27 416: 100% 12/12 [00:02<00:00, 5.81it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.33it/s]
all 53 54 0.0308 0.0556 0.0406 0.00733
Epoch gpu_mem GIoU obj cls total targets img_size
89/99 1.42G 0.05494 0.06097 0 0.1159 21 416: 100% 12/12 [00:02<00:00, 5.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.54it/s]
all 53 54 0.0397 0.0556 0.0386 0.00725
Epoch gpu_mem GIoU obj cls total targets img_size
90/99 1.42G 0.05738 0.06357 0 0.1209 17 416: 100% 12/12 [00:02<00:00, 5.85it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.54it/s]
all 53 54 0.082 0.111 0.0503 0.00709
Epoch gpu_mem GIoU obj cls total targets img_size
91/99 1.42G 0.05486 0.0618 0 0.1167 24 416: 100% 12/12 [00:02<00:00, 5.79it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.39it/s]
all 53 54 0.0813 0.0926 0.0602 0.00927
Epoch gpu_mem GIoU obj cls total targets img_size
92/99 1.42G 0.05755 0.06544 0 0.123 19 416: 100% 12/12 [00:02<00:00, 5.77it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.57it/s]
all 53 54 0.0553 0.0556 0.0534 0.0098
Epoch gpu_mem GIoU obj cls total targets img_size
93/99 1.42G 0.05647 0.05828 0 0.1148 19 416: 100% 12/12 [00:02<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.61it/s]
all 53 54 0.0774 0.111 0.0529 0.0107
Epoch gpu_mem GIoU obj cls total targets img_size
94/99 1.42G 0.05591 0.06317 0 0.1191 21 416: 100% 12/12 [00:02<00:00, 5.83it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.53it/s]
all 53 54 0.108 0.211 0.0656 0.0123
Epoch gpu_mem GIoU obj cls total targets img_size
95/99 1.42G 0.05442 0.0667 0 0.1211 16 416: 100% 12/12 [00:02<00:00, 5.91it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.39it/s]
all 53 54 0.107 0.181 0.0603 0.00995
Epoch gpu_mem GIoU obj cls total targets img_size
96/99 1.42G 0.05688 0.06263 0 0.1195 20 416: 100% 12/12 [00:02<00:00, 5.86it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.50it/s]
all 53 54 0.0481 0.0926 0.049 0.00823
Epoch gpu_mem GIoU obj cls total targets img_size
97/99 1.42G 0.05705 0.06476 0 0.1218 25 416: 100% 12/12 [00:02<00:00, 5.95it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.54it/s]
all 53 54 0.0768 0.167 0.0571 0.00867
Epoch gpu_mem GIoU obj cls total targets img_size
98/99 1.42G 0.0585 0.06253 0 0.121 31 416: 100% 12/12 [00:02<00:00, 5.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:01<00:00, 2.39it/s]
all 53 54 0.0685 0.148 0.0532 0.00806
Epoch gpu_mem GIoU obj cls total targets img_size
99/99 1.42G 0.05563 0.0677 0 0.1233 24 416: 100% 12/12 [00:02<00:00, 5.91it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100% 4/4 [00:03<00:00, 1.30it/s]
all 53 54 0.088 0.259 0.0588 0.00847
Optimizer stripped from runs/exp0_yolov5s_results/weights/last.pt, 14.7MB
Optimizer stripped from runs/exp0_yolov5s_results/weights/best.pt, 14.7MB
100 epochs completed in 0.114 hours.
CPU times: user 2.36 s, sys: 445 ms, total: 2.8 s
Wall time: 7min 15s
Unfortunately this also did NOT produce any successful detections. This might suggest that there is nothing fundamentally wrong with our setup but we simply need either better training data or more training data.