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Projeto Final - Modelos Preditivos Conexionistas
Nome do aluno
| Tipo de Projeto | Modelo Selecionado | Linguagem |
|---|---|---|
Deteção de Objetos |
YOLOv5 | PyTorch |
Performance
O modelo treinado possui performance de 69%.
Output do bloco de treinamento
Click to expand!
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0/2999 14.1G 0.1176 0.03496 0.04929 227 640: 100% 5/5 [00:08<00:00, 1.65s/it]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:04<00:00, 4.23s/it]
all 79 172 0.00117 0.29 0.00144 0.000293
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1/2999 13.3G 0.11 0.03478 0.04837 216 640: 100% 5/5 [00:03<00:00, 1.34it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.98s/it]
all 79 172 0.00148 0.36 0.00143 0.000484
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
2/2999 13.3G 0.09838 0.03372 0.04588 189 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.42s/it]
all 79 172 0.00276 0.37 0.00585 0.00135
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
3/2999 13.3G 0.08941 0.03499 0.04303 171 640: 100% 5/5 [00:03<00:00, 1.39it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.42s/it]
all 79 172 0.00324 0.61 0.00878 0.00303
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
4/2999 13.3G 0.08229 0.03798 0.03902 230 640: 100% 5/5 [00:03<00:00, 1.39it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.24s/it]
all 79 172 0.00479 0.803 0.0192 0.0057
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
5/2999 13.3G 0.07235 0.03762 0.03592 187 640: 100% 5/5 [00:03<00:00, 1.39it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.32s/it]
all 79 172 0.772 0.0641 0.0685 0.0199
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
6/2999 13.3G 0.06836 0.03883 0.03304 227 640: 100% 5/5 [00:03<00:00, 1.38it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
all 79 172 0.332 0.221 0.0677 0.0184
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
7/2999 13.3G 0.06247 0.03535 0.0311 201 640: 100% 5/5 [00:03<00:00, 1.38it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.57s/it]
all 79 172 0.326 0.266 0.082 0.0217
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
8/2999 13.3G 0.05948 0.0349 0.02835 161 640: 100% 5/5 [00:03<00:00, 1.36it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.30s/it]
all 79 172 0.393 0.295 0.175 0.0498
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
9/2999 13.3G 0.05892 0.03628 0.02495 221 640: 100% 5/5 [00:03<00:00, 1.38it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.40s/it]
all 79 172 0.386 0.303 0.138 0.0436
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
10/2999 13.3G 0.05797 0.03046 0.02325 158 640: 100% 5/5 [00:03<00:00, 1.39it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.24s/it]
all 79 172 0.449 0.376 0.226 0.0926
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
11/2999 13.3G 0.05604 0.03243 0.02248 226 640: 100% 5/5 [00:03<00:00, 1.37it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.23s/it]
all 79 172 0.519 0.326 0.3 0.129
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
12/2999 13.3G 0.05705 0.03044 0.02158 181 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
all 79 172 0.508 0.342 0.361 0.191
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
13/2999 13.3G 0.05534 0.02701 0.01887 167 640: 100% 5/5 [00:03<00:00, 1.37it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.29s/it]
all 79 172 0.429 0.367 0.242 0.0978
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
14/2999 13.3G 0.05445 0.03095 0.01875 188 640: 100% 5/5 [00:03<00:00, 1.35it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.15s/it]
all 79 172 0.517 0.495 0.393 0.178
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
15/2999 13.3G 0.05658 0.02785 0.01648 175 640: 100% 5/5 [00:03<00:00, 1.33it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
all 79 172 0.512 0.479 0.358 0.177
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
16/2999 13.3G 0.05553 0.02625 0.01534 186 640: 100% 5/5 [00:03<00:00, 1.37it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
all 79 172 0.533 0.464 0.412 0.178
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
17/2999 13.3G 0.0524 0.02705 0.01531 187 640: 100% 5/5 [00:04<00:00, 1.18it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:02<00:00, 2.25s/it]
all 79 172 0.304 0.483 0.299 0.12
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
18/2999 13.3G 0.05295 0.02631 0.01442 162 640: 100% 5/5 [00:04<00:00, 1.01it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.99s/it]
all 79 172 0.649 0.416 0.435 0.203
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
19/2999 13.3G 0.05205 0.027 0.01497 227 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
all 79 172 0.305 0.518 0.336 0.151
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
20/2999 13.3G 0.05057 0.02601 0.01201 190 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
all 79 172 0.456 0.594 0.442 0.192
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
21/2999 13.3G 0.0488 0.02679 0.01386 138 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.418 0.586 0.428 0.221
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
22/2999 13.3G 0.04713 0.02576 0.01446 215 640: 100% 5/5 [00:03<00:00, 1.33it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.642 0.477 0.467 0.23
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
23/2999 13.3G 0.04759 0.02555 0.0115 179 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
all 79 172 0.611 0.474 0.436 0.21
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
24/2999 13.3G 0.0453 0.02547 0.01341 218 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.661 0.485 0.517 0.273
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
25/2999 13.3G 0.04469 0.02657 0.01159 229 640: 100% 5/5 [00:03<00:00, 1.34it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.62 0.42 0.481 0.236
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
26/2999 13.3G 0.04451 0.02416 0.0126 202 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.15s/it]
all 79 172 0.719 0.431 0.502 0.28
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
27/2999 13.3G 0.04454 0.02421 0.0113 165 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.484 0.424 0.438 0.217
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
28/2999 13.3G 0.04353 0.02453 0.01121 222 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.328 0.335 0.307 0.165
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
29/2999 13.3G 0.04318 0.024 0.01177 168 640: 100% 5/5 [00:03<00:00, 1.26it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.399 0.317 0.292 0.141
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
30/2999 13.3G 0.04106 0.0244 0.01042 202 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
all 79 172 0.654 0.512 0.52 0.29
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
31/2999 13.3G 0.04151 0.02421 0.01037 193 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
all 79 172 0.73 0.389 0.46 0.254
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
32/2999 13.3G 0.04187 0.02569 0.009244 193 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
all 79 172 0.372 0.432 0.397 0.184
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
33/2999 13.3G 0.04139 0.02411 0.007808 191 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.657 0.571 0.583 0.354
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
34/2999 13.3G 0.03919 0.02373 0.008649 186 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 79 172 0.719 0.515 0.556 0.273
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
35/2999 13.3G 0.03933 0.02373 0.01062 194 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
all 79 172 0.646 0.496 0.499 0.297
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
36/2999 13.3G 0.03985 0.02292 0.01068 171 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.597 0.514 0.424 0.212
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
37/2999 13.3G 0.04022 0.02436 0.01181 206 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.468 0.473 0.381 0.199
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
38/2999 13.3G 0.0392 0.02418 0.01042 207 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.589 0.442 0.495 0.25
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
39/2999 13.3G 0.03949 0.0232 0.008525 175 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
all 79 172 0.578 0.413 0.467 0.233
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
40/2999 13.3G 0.03951 0.02309 0.00936 189 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.473 0.597 0.552 0.319
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
41/2999 13.3G 0.03824 0.02332 0.01016 183 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.46 0.647 0.494 0.284
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
42/2999 13.3G 0.03829 0.02417 0.009787 197 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.289 0.588 0.436 0.211
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
43/2999 13.3G 0.03897 0.02372 0.009366 182 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.272 0.612 0.385 0.217
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
44/2999 13.3G 0.0391 0.02348 0.008347 223 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.621 0.392 0.457 0.238
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
45/2999 13.3G 0.03792 0.02103 0.01101 159 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
all 79 172 0.543 0.488 0.527 0.293
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
46/2999 13.3G 0.03747 0.02327 0.009737 211 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 79 172 0.423 0.621 0.509 0.278
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
47/2999 13.3G 0.03701 0.02207 0.008706 189 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
all 79 172 0.459 0.505 0.448 0.231
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
48/2999 13.3G 0.03722 0.02309 0.008686 179 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
all 79 172 0.488 0.637 0.532 0.289
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
49/2999 13.3G 0.03637 0.02043 0.007798 179 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.732 0.443 0.491 0.267
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
50/2999 13.3G 0.03709 0.02212 0.007632 194 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.29s/it]
all 79 172 0.468 0.676 0.564 0.324
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
51/2999 13.3G 0.03752 0.02221 0.009035 168 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.417 0.667 0.451 0.248
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
52/2999 13.3G 0.03637 0.02205 0.007745 216 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
all 79 172 0.602 0.533 0.563 0.305
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
53/2999 13.3G 0.03561 0.02235 0.006919 213 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
all 79 172 0.71 0.514 0.575 0.317
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
54/2999 13.3G 0.0375 0.02151 0.007491 189 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.724 0.39 0.472 0.246
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
55/2999 13.3G 0.03676 0.02192 0.007115 211 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
all 79 172 0.617 0.509 0.502 0.308
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
56/2999 13.3G 0.03543 0.02149 0.008343 174 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.599 0.519 0.537 0.302
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
57/2999 13.3G 0.03516 0.02129 0.00804 185 640: 100% 5/5 [00:03<00:00, 1.26it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.09s/it]
all 79 172 0.48 0.465 0.442 0.253
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
58/2999 13.3G 0.03451 0.02335 0.009221 200 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.09s/it]
all 79 172 0.503 0.407 0.386 0.196
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
59/2999 13.3G 0.0356 0.02126 0.006811 248 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.697 0.329 0.407 0.219
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
60/2999 13.3G 0.03437 0.02229 0.007112 226 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.422 0.53 0.456 0.252
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
61/2999 13.3G 0.03398 0.02009 0.007508 209 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
all 79 172 0.716 0.369 0.501 0.286
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
62/2999 13.3G 0.03399 0.02136 0.007171 189 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
all 79 172 0.492 0.623 0.51 0.289
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
63/2999 13.3G 0.0354 0.02072 0.008472 176 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.49s/it]
all 79 172 0.623 0.603 0.616 0.373
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
64/2999 13.3G 0.03459 0.02183 0.008503 187 640: 100% 5/5 [00:04<00:00, 1.21it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
all 79 172 0.6 0.618 0.642 0.324
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
65/2999 13.3G 0.03388 0.02139 0.008551 205 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
all 79 172 0.614 0.314 0.34 0.18
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
66/2999 13.3G 0.03483 0.02107 0.009369 173 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.494 0.505 0.489 0.257
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
67/2999 13.3G 0.0334 0.0195 0.006718 162 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
all 79 172 0.608 0.412 0.454 0.246
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
68/2999 13.3G 0.03517 0.02186 0.008161 200 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.691 0.441 0.521 0.324
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
69/2999 13.3G 0.03397 0.0213 0.007542 192 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.598 0.403 0.453 0.233
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
70/2999 13.3G 0.03464 0.02079 0.00808 220 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.11s/it]
all 79 172 0.657 0.415 0.505 0.287
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
71/2999 13.3G 0.03414 0.02142 0.006937 149 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.529 0.476 0.479 0.28
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
72/2999 13.3G 0.03195 0.02103 0.007308 189 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
all 79 172 0.611 0.424 0.426 0.258
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
73/2999 13.3G 0.03293 0.0218 0.00651 222 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.15it/s]
all 79 172 0.728 0.479 0.542 0.337
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
74/2999 13.3G 0.03236 0.01866 0.009649 127 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
all 79 172 0.588 0.594 0.595 0.36
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
75/2999 13.3G 0.03235 0.01942 0.007454 176 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 79 172 0.713 0.562 0.592 0.334
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
76/2999 13.3G 0.03392 0.02069 0.006954 187 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
all 79 172 0.753 0.474 0.537 0.31
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
77/2999 13.3G 0.03292 0.02024 0.00708 179 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.724 0.502 0.523 0.285
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
78/2999 13.3G 0.03178 0.021 0.006592 208 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.724 0.503 0.527 0.304
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
79/2999 13.3G 0.03131 0.01963 0.0057 187 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
all 79 172 0.703 0.471 0.539 0.329
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
80/2999 13.3G 0.03203 0.02018 0.008287 198 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 79 172 0.77 0.499 0.564 0.324
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
81/2999 13.3G 0.03084 0.01961 0.007307 206 640: 100% 5/5 [00:04<00:00, 1.16it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.81s/it]
all 79 172 0.687 0.463 0.535 0.318
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
82/2999 13.3G 0.03089 0.02012 0.006733 202 640: 100% 5/5 [00:04<00:00, 1.20it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.27s/it]
all 79 172 0.597 0.511 0.501 0.287
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
83/2999 13.3G 0.03064 0.01998 0.005996 211 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.18s/it]
all 79 172 0.601 0.418 0.48 0.25
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
84/2999 13.3G 0.03132 0.01948 0.004924 206 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
all 79 172 0.651 0.478 0.534 0.317
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
85/2999 13.3G 0.03003 0.01933 0.006001 216 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
all 79 172 0.718 0.447 0.572 0.33
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
86/2999 13.3G 0.0322 0.01857 0.006746 204 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.712 0.534 0.57 0.315
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
87/2999 13.3G 0.02937 0.0195 0.007804 208 640: 100% 5/5 [00:03<00:00, 1.26it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.667 0.539 0.59 0.377
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
88/2999 13.3G 0.03086 0.02039 0.007138 200 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
all 79 172 0.628 0.543 0.558 0.323
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
89/2999 13.3G 0.03102 0.01957 0.006189 216 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
all 79 172 0.558 0.57 0.476 0.272
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
90/2999 13.3G 0.03026 0.02042 0.008099 211 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.668 0.57 0.512 0.306
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
91/2999 13.3G 0.02908 0.01987 0.007552 200 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.616 0.483 0.481 0.278
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
92/2999 13.3G 0.03033 0.01963 0.007505 171 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
all 79 172 0.808 0.519 0.616 0.369
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
93/2999 13.3G 0.03 0.01985 0.007565 192 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.741 0.466 0.533 0.313
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
94/2999 13.3G 0.03061 0.01982 0.006072 164 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.839 0.448 0.552 0.332
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
95/2999 13.3G 0.02993 0.01983 0.00618 197 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.11s/it]
all 79 172 0.783 0.435 0.549 0.35
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
96/2999 13.3G 0.0297 0.01942 0.004898 193 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.808 0.534 0.602 0.383
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
97/2999 13.3G 0.03024 0.0192 0.007548 199 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
all 79 172 0.677 0.545 0.644 0.388
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
98/2999 13.3G 0.02892 0.01992 0.006328 202 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.659 0.531 0.599 0.365
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
99/2999 13.3G 0.02903 0.01783 0.008322 179 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
all 79 172 0.598 0.545 0.559 0.325
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
100/2999 13.3G 0.03175 0.01939 0.005829 211 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
all 79 172 0.602 0.477 0.479 0.279
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
101/2999 13.3G 0.02981 0.01811 0.006895 187 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
all 79 172 0.532 0.483 0.449 0.254
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
102/2999 13.3G 0.02894 0.01893 0.007293 178 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.76 0.362 0.532 0.311
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
103/2999 13.3G 0.02853 0.01932 0.005571 233 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
all 79 172 0.603 0.514 0.581 0.337
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
104/2999 13.3G 0.02875 0.01752 0.006674 162 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.76 0.454 0.57 0.332
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
105/2999 13.3G 0.02874 0.01946 0.006926 211 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
all 79 172 0.694 0.45 0.506 0.289
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
106/2999 13.3G 0.02967 0.01745 0.005547 205 640: 100% 5/5 [00:04<00:00, 1.22it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.75s/it]
all 79 172 0.748 0.507 0.519 0.296
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
107/2999 13.3G 0.03031 0.01972 0.006291 210 640: 100% 5/5 [00:04<00:00, 1.25it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.18s/it]
all 79 172 0.745 0.489 0.565 0.335
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
108/2999 13.3G 0.02897 0.01927 0.006829 186 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.743 0.543 0.545 0.312
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
109/2999 13.3G 0.03018 0.01939 0.006308 237 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
all 79 172 0.715 0.591 0.575 0.308
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
110/2999 13.3G 0.02912 0.01956 0.006358 192 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.717 0.545 0.581 0.347
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
111/2999 13.3G 0.02963 0.01883 0.007443 157 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.732 0.498 0.617 0.348
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
112/2999 13.3G 0.02796 0.01824 0.006296 226 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
all 79 172 0.67 0.632 0.623 0.384
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
113/2999 13.3G 0.02855 0.01817 0.005978 190 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
all 79 172 0.675 0.574 0.594 0.321
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
114/2999 13.3G 0.02922 0.01838 0.006151 185 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.782 0.457 0.584 0.336
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
115/2999 13.3G 0.02933 0.0188 0.008184 161 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
all 79 172 0.588 0.567 0.559 0.324
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
116/2999 13.3G 0.02704 0.0186 0.005759 217 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
all 79 172 0.712 0.594 0.61 0.387
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
117/2999 13.3G 0.02805 0.01756 0.007583 183 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.72 0.483 0.574 0.36
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
118/2999 13.3G 0.02756 0.0179 0.006019 190 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
all 79 172 0.726 0.576 0.603 0.351
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
119/2999 13.3G 0.02793 0.01717 0.007643 168 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
all 79 172 0.735 0.538 0.595 0.338
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
120/2999 13.3G 0.0286 0.01874 0.005134 223 640: 100% 5/5 [00:03<00:00, 1.26it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.11s/it]
all 79 172 0.653 0.528 0.551 0.323
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
121/2999 13.3G 0.0283 0.01745 0.005626 189 640: 100% 5/5 [00:03<00:00, 1.26it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.763 0.444 0.544 0.34
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
122/2999 13.3G 0.02849 0.01963 0.00636 189 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
all 79 172 0.728 0.518 0.622 0.356
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
123/2999 13.3G 0.02766 0.01739 0.005559 157 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
all 79 172 0.705 0.387 0.452 0.269
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
124/2999 13.3G 0.02744 0.01842 0.007753 207 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.756 0.553 0.605 0.347
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
125/2999 13.3G 0.02833 0.01658 0.005275 144 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.771 0.441 0.507 0.327
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
126/2999 13.3G 0.02873 0.01809 0.006018 230 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
all 79 172 0.777 0.509 0.608 0.33
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
127/2999 13.3G 0.02782 0.01771 0.005374 184 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.736 0.517 0.548 0.345
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
128/2999 13.3G 0.02666 0.01821 0.004101 210 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
all 79 172 0.638 0.596 0.615 0.336
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
129/2999 13.3G 0.02662 0.01685 0.005201 182 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.722 0.597 0.629 0.366
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
130/2999 13.3G 0.02622 0.01672 0.006191 144 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.802 0.468 0.542 0.325
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
131/2999 13.3G 0.02667 0.01867 0.00618 197 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
all 79 172 0.609 0.454 0.49 0.301
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
132/2999 13.3G 0.02787 0.01969 0.005775 229 640: 100% 5/5 [00:03<00:00, 1.26it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.525 0.437 0.459 0.266
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
133/2999 13.3G 0.02774 0.01836 0.006047 212 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.13it/s]
all 79 172 0.632 0.52 0.575 0.317
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
134/2999 13.3G 0.02741 0.01768 0.00579 219 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.625 0.632 0.585 0.37
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
135/2999 13.3G 0.02713 0.01778 0.005949 217 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.514 0.585 0.452 0.257
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
136/2999 13.3G 0.0277 0.01698 0.007301 162 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.578 0.407 0.444 0.255
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
137/2999 13.3G 0.0272 0.01767 0.004752 179 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.479 0.457 0.483 0.284
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
138/2999 13.3G 0.02749 0.018 0.004356 216 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
all 79 172 0.729 0.473 0.532 0.288
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
139/2999 13.3G 0.02768 0.01737 0.006317 188 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
all 79 172 0.657 0.548 0.533 0.298
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
140/2999 13.3G 0.02608 0.01767 0.00451 184 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
all 79 172 0.737 0.553 0.586 0.347
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
141/2999 13.3G 0.02657 0.01743 0.004523 201 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.51s/it]
all 79 172 0.781 0.515 0.606 0.363
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
142/2999 13.3G 0.02724 0.01774 0.006709 184 640: 100% 5/5 [00:04<00:00, 1.16it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.88s/it]
all 79 172 0.742 0.576 0.637 0.346
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
143/2999 13.3G 0.02575 0.01799 0.005323 212 640: 100% 5/5 [00:04<00:00, 1.25it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.30s/it]
all 79 172 0.776 0.492 0.563 0.35
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
144/2999 13.3G 0.02654 0.01726 0.005264 166 640: 100% 5/5 [00:04<00:00, 1.19it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.60s/it]
all 79 172 0.679 0.535 0.565 0.314
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
145/2999 13.3G 0.02687 0.01829 0.005005 250 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.81 0.523 0.563 0.342
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
146/2999 13.3G 0.02672 0.01687 0.005595 208 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
all 79 172 0.76 0.503 0.556 0.328
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
147/2999 13.3G 0.02691 0.01723 0.005911 180 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
all 79 172 0.748 0.537 0.579 0.338
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
148/2999 13.3G 0.02626 0.01806 0.004589 227 640: 100% 5/5 [00:04<00:00, 1.20it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.39s/it]
all 79 172 0.795 0.512 0.556 0.34
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
149/2999 13.3G 0.02653 0.01662 0.005405 177 640: 100% 5/5 [00:04<00:00, 1.24it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
all 79 172 0.791 0.464 0.531 0.328
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
150/2999 13.3G 0.0274 0.01625 0.006181 147 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.749 0.544 0.602 0.352
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
151/2999 13.3G 0.02522 0.01715 0.004715 184 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
all 79 172 0.801 0.549 0.596 0.363
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
152/2999 13.3G 0.02576 0.01662 0.004771 139 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.825 0.503 0.559 0.349
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
153/2999 13.3G 0.02895 0.01797 0.005624 185 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
all 79 172 0.837 0.465 0.54 0.341
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
154/2999 13.3G 0.02476 0.01641 0.005789 184 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.79 0.498 0.564 0.341
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
155/2999 13.3G 0.02548 0.01872 0.005374 212 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
all 79 172 0.824 0.498 0.573 0.347
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
156/2999 13.3G 0.02632 0.01815 0.006032 229 640: 100% 5/5 [00:04<00:00, 1.21it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.715 0.549 0.597 0.343
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
157/2999 13.3G 0.02511 0.01649 0.005817 195 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.17it/s]
all 79 172 0.821 0.566 0.663 0.385
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
158/2999 13.3G 0.02516 0.01653 0.005879 159 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.686 0.641 0.643 0.372
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
159/2999 13.3G 0.02657 0.01595 0.005654 185 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.00s/it]
all 79 172 0.676 0.625 0.652 0.378
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
160/2999 13.3G 0.02582 0.0173 0.005202 215 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.729 0.547 0.621 0.351
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
161/2999 13.3G 0.02607 0.01732 0.006912 218 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.679 0.483 0.547 0.322
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
162/2999 13.3G 0.02534 0.01606 0.005221 169 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
all 79 172 0.799 0.44 0.601 0.379
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
163/2999 13.3G 0.02638 0.01726 0.006002 216 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.00s/it]
all 79 172 0.689 0.635 0.631 0.381
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
164/2999 13.3G 0.02443 0.01882 0.005191 279 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.721 0.67 0.685 0.404
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
165/2999 13.3G 0.02414 0.01719 0.003583 182 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.67 0.646 0.681 0.409
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
166/2999 13.3G 0.02653 0.01778 0.005552 195 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.796 0.659 0.663 0.362
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
167/2999 13.3G 0.02577 0.01602 0.005825 178 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.14s/it]
all 79 172 0.721 0.69 0.704 0.404
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
168/2999 13.3G 0.02503 0.01867 0.004954 244 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.692 0.658 0.701 0.417
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
169/2999 13.3G 0.02524 0.01849 0.006853 222 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
all 79 172 0.716 0.598 0.644 0.371
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
170/2999 13.3G 0.02458 0.017 0.004295 193 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.589 0.633 0.537 0.318
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
171/2999 13.3G 0.02478 0.01661 0.003602 186 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.685 0.599 0.582 0.355
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
172/2999 13.3G 0.02531 0.01569 0.005721 175 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
all 79 172 0.687 0.607 0.62 0.367
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
173/2999 13.3G 0.02561 0.0182 0.005804 214 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.769 0.533 0.642 0.393
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
174/2999 13.3G 0.02489 0.01687 0.006483 180 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.647 0.56 0.638 0.39
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
175/2999 13.3G 0.02413 0.01744 0.006103 222 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
all 79 172 0.722 0.537 0.659 0.392
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
176/2999 13.3G 0.02617 0.0165 0.004711 183 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
all 79 172 0.658 0.547 0.588 0.34
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
177/2999 13.3G 0.02391 0.0172 0.006477 160 640: 100% 5/5 [00:04<00:00, 1.19it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.21it/s]
all 79 172 0.722 0.485 0.57 0.329
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
178/2999 13.3G 0.02595 0.0167 0.004114 203 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.75 0.421 0.499 0.285
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
179/2999 13.3G 0.02545 0.01615 0.005344 185 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.862 0.506 0.609 0.366
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
180/2999 13.3G 0.0244 0.01572 0.005259 219 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.848 0.563 0.642 0.371
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
181/2999 13.3G 0.02403 0.01656 0.004655 198 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 79 172 0.708 0.582 0.607 0.349
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
182/2999 13.3G 0.025 0.01808 0.005477 238 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.756 0.603 0.637 0.389
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
183/2999 13.3G 0.02387 0.01685 0.007013 194 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
all 79 172 0.75 0.625 0.693 0.435
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
184/2999 13.3G 0.02442 0.01655 0.005348 242 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.19it/s]
all 79 172 0.754 0.529 0.602 0.362
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
185/2999 13.3G 0.02413 0.01696 0.0051 175 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
all 79 172 0.843 0.546 0.663 0.395
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
186/2999 13.3G 0.02388 0.01608 0.003896 203 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.82 0.542 0.656 0.401
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
187/2999 13.3G 0.02426 0.01638 0.005311 166 640: 100% 5/5 [00:03<00:00, 1.26it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.72s/it]
all 79 172 0.802 0.555 0.616 0.374
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
188/2999 13.3G 0.02368 0.01607 0.005871 181 640: 100% 5/5 [00:03<00:00, 1.26it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.736 0.628 0.667 0.394
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
189/2999 13.3G 0.0257 0.01712 0.006646 205 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
all 79 172 0.781 0.441 0.596 0.332
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
190/2999 13.3G 0.02485 0.01648 0.005049 222 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.17it/s]
all 79 172 0.76 0.466 0.549 0.304
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
191/2999 13.3G 0.02291 0.01608 0.005364 217 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
all 79 172 0.696 0.473 0.51 0.315
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
192/2999 13.3G 0.02464 0.01737 0.006162 205 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
all 79 172 0.696 0.493 0.535 0.325
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
193/2999 13.3G 0.02452 0.01706 0.005202 197 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
all 79 172 0.801 0.429 0.562 0.332
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
194/2999 13.3G 0.02326 0.01667 0.004886 190 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
all 79 172 0.768 0.432 0.531 0.294
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
195/2999 13.3G 0.02424 0.01685 0.005938 231 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.87 0.384 0.528 0.319
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
196/2999 13.3G 0.02383 0.01643 0.005414 160 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
all 79 172 0.752 0.584 0.617 0.351
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
197/2999 13.3G 0.02474 0.01629 0.004213 195 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
all 79 172 0.819 0.516 0.617 0.336
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
198/2999 13.3G 0.02378 0.01605 0.004158 202 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.691 0.492 0.623 0.353
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
199/2999 13.3G 0.02474 0.01601 0.005006 196 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
all 79 172 0.845 0.481 0.57 0.349
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
200/2999 13.3G 0.02325 0.01525 0.004579 200 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 79 172 0.679 0.425 0.496 0.301
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
201/2999 13.3G 0.02245 0.01579 0.00427 226 640: 100% 5/5 [00:04<00:00, 1.23it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.72s/it]
all 79 172 0.743 0.428 0.494 0.303
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
202/2999 13.3G 0.02279 0.01541 0.007018 163 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.24s/it]
all 79 172 0.795 0.485 0.547 0.328
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
203/2999 13.3G 0.02381 0.01648 0.004034 192 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.695 0.529 0.619 0.37
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
204/2999 13.3G 0.02344 0.01555 0.003905 196 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.34s/it]
all 79 172 0.81 0.49 0.566 0.348
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
205/2999 13.3G 0.02414 0.01678 0.005969 225 640: 100% 5/5 [00:04<00:00, 1.21it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.77s/it]
all 79 172 0.793 0.499 0.551 0.343
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
206/2999 13.3G 0.02397 0.01629 0.005902 211 640: 100% 5/5 [00:04<00:00, 1.20it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
all 79 172 0.848 0.569 0.645 0.394
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
207/2999 13.3G 0.02395 0.01554 0.005462 170 640: 100% 5/5 [00:04<00:00, 1.24it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.826 0.536 0.643 0.394
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
208/2999 13.3G 0.02359 0.0166 0.005498 224 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.747 0.591 0.647 0.398
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
209/2999 13.3G 0.02367 0.01604 0.00558 225 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
all 79 172 0.747 0.53 0.614 0.378
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
210/2999 13.3G 0.02559 0.01545 0.005393 171 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.15it/s]
all 79 172 0.787 0.519 0.618 0.384
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
211/2999 13.3G 0.02273 0.0167 0.005695 202 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.79 0.512 0.612 0.386
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
212/2999 13.3G 0.02254 0.01724 0.005585 208 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
all 79 172 0.788 0.571 0.639 0.375
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
213/2999 13.3G 0.02419 0.01494 0.005212 207 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.842 0.53 0.648 0.364
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
214/2999 13.3G 0.02568 0.01664 0.004367 183 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.68 0.579 0.58 0.347
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
215/2999 13.3G 0.02463 0.01619 0.005758 209 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.69 0.573 0.583 0.335
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
216/2999 13.3G 0.02261 0.01598 0.005402 208 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.798 0.543 0.61 0.374
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
217/2999 13.3G 0.02275 0.01476 0.004736 160 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.714 0.539 0.56 0.341
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
218/2999 13.3G 0.02411 0.01569 0.004459 187 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.78 0.521 0.564 0.35
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
219/2999 13.3G 0.02208 0.01444 0.00422 173 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.627 0.504 0.557 0.353
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
220/2999 13.3G 0.023 0.0164 0.004591 218 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
all 79 172 0.838 0.465 0.597 0.36
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
221/2999 13.3G 0.02155 0.01479 0.003508 192 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.00s/it]
all 79 172 0.807 0.548 0.654 0.384
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
222/2999 13.3G 0.02316 0.01552 0.004726 217 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.747 0.677 0.707 0.39
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
223/2999 13.3G 0.0233 0.01691 0.007177 180 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 79 172 0.742 0.567 0.639 0.372
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
224/2999 13.3G 0.02206 0.01515 0.00455 173 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.76 0.499 0.619 0.368
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
225/2999 13.3G 0.0244 0.01643 0.004599 181 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.84 0.505 0.606 0.352
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
226/2999 13.3G 0.02239 0.01505 0.005543 201 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.676 0.555 0.635 0.378
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
227/2999 13.3G 0.02369 0.01622 0.005755 177 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.729 0.595 0.608 0.356
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
228/2999 13.3G 0.02266 0.01487 0.004909 204 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
all 79 172 0.665 0.54 0.549 0.345
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
229/2999 13.3G 0.0233 0.01656 0.00652 172 640: 100% 5/5 [00:04<00:00, 1.17it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
all 79 172 0.769 0.492 0.603 0.384
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
230/2999 13.3G 0.02232 0.01574 0.004084 183 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
all 79 172 0.678 0.568 0.599 0.381
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
231/2999 13.3G 0.0231 0.01623 0.004324 230 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
all 79 172 0.756 0.594 0.632 0.394
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
232/2999 13.3G 0.02286 0.01546 0.00569 185 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
all 79 172 0.789 0.53 0.608 0.378
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
233/2999 13.3G 0.0229 0.01477 0.004437 149 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 79 172 0.683 0.499 0.573 0.338
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
234/2999 13.3G 0.0234 0.01698 0.005284 215 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
all 79 172 0.771 0.472 0.544 0.317
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
235/2999 13.3G 0.02219 0.0148 0.004658 186 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
all 79 172 0.717 0.49 0.543 0.333
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
236/2999 13.3G 0.02321 0.0145 0.005254 161 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
all 79 172 0.73 0.506 0.55 0.328
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
237/2999 13.3G 0.02371 0.01623 0.004812 204 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.693 0.511 0.554 0.343
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
238/2999 13.3G 0.02394 0.01551 0.004886 161 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
all 79 172 0.791 0.444 0.594 0.376
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
239/2999 13.3G 0.02325 0.0154 0.004177 195 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
all 79 172 0.758 0.629 0.657 0.421
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
240/2999 13.3G 0.02192 0.0154 0.003914 202 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.683 0.556 0.631 0.388
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
241/2999 13.3G 0.02239 0.01488 0.007844 184 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.13it/s]
all 79 172 0.694 0.441 0.561 0.346
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
242/2999 13.3G 0.02268 0.0156 0.005672 179 640: 100% 5/5 [00:03<00:00, 1.25it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.61s/it]
all 79 172 0.841 0.46 0.552 0.341
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
243/2999 13.3G 0.02341 0.0154 0.005667 185 640: 100% 5/5 [00:04<00:00, 1.23it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.14s/it]
all 79 172 0.662 0.475 0.542 0.315
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
244/2999 13.3G 0.02246 0.01587 0.005929 182 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.674 0.509 0.56 0.354
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
245/2999 13.3G 0.02381 0.01481 0.005467 151 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
all 79 172 0.78 0.568 0.636 0.378
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
246/2999 13.3G 0.02173 0.01692 0.005114 238 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.639 0.566 0.578 0.352
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
247/2999 13.3G 0.02268 0.01652 0.004531 200 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 79 172 0.623 0.536 0.525 0.321
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
248/2999 13.3G 0.02235 0.01425 0.005001 192 640: 100% 5/5 [00:04<00:00, 1.25it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
all 79 172 0.697 0.525 0.599 0.386
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
249/2999 13.3G 0.02352 0.01621 0.003642 222 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
all 79 172 0.625 0.49 0.574 0.378
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
250/2999 13.3G 0.02184 0.01575 0.00716 221 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
all 79 172 0.657 0.513 0.563 0.364
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
251/2999 13.3G 0.02174 0.01629 0.004422 242 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.668 0.522 0.576 0.378
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
252/2999 13.3G 0.02075 0.01556 0.004782 225 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 79 172 0.705 0.523 0.559 0.341
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
253/2999 13.3G 0.02199 0.01595 0.003561 159 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.818 0.495 0.577 0.366
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
254/2999 13.3G 0.02302 0.01519 0.005618 225 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.17it/s]
all 79 172 0.818 0.511 0.561 0.34
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
255/2999 13.3G 0.02252 0.01508 0.004516 209 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.77 0.508 0.567 0.356
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
256/2999 13.3G 0.02207 0.01442 0.005011 174 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.763 0.515 0.566 0.366
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
257/2999 13.3G 0.02165 0.01472 0.005958 205 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.16it/s]
all 79 172 0.737 0.488 0.564 0.35
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
258/2999 13.3G 0.02085 0.01448 0.00546 197 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
all 79 172 0.666 0.512 0.608 0.374
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
259/2999 13.3G 0.02247 0.01579 0.004364 179 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
all 79 172 0.845 0.575 0.625 0.382
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
260/2999 13.3G 0.02216 0.01446 0.004768 206 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.717 0.526 0.613 0.373
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
261/2999 13.3G 0.02163 0.01531 0.004534 214 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.15s/it]
all 79 172 0.667 0.577 0.606 0.385
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
262/2999 13.3G 0.02124 0.0156 0.004753 214 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.691 0.504 0.557 0.333
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
263/2999 13.3G 0.02157 0.01402 0.003773 168 640: 100% 5/5 [00:04<00:00, 1.22it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.78s/it]
all 79 172 0.692 0.618 0.621 0.369
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
264/2999 13.3G 0.02115 0.01505 0.004787 219 640: 100% 5/5 [00:04<00:00, 1.14it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.54s/it]
all 79 172 0.703 0.587 0.617 0.358
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
265/2999 13.3G 0.02119 0.01501 0.003825 230 640: 100% 5/5 [00:04<00:00, 1.24it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.22s/it]
all 79 172 0.633 0.557 0.562 0.34
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
266/2999 13.3G 0.02232 0.01488 0.005141 193 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.20it/s]
all 79 172 0.679 0.553 0.55 0.348
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
267/2999 13.3G 0.02236 0.01423 0.003963 213 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
all 79 172 0.658 0.539 0.565 0.347
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
268/2999 13.3G 0.02109 0.01543 0.005812 185 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.17it/s]
all 79 172 0.631 0.529 0.567 0.36
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
269/2999 13.3G 0.02206 0.01438 0.004758 192 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.662 0.507 0.577 0.362
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
270/2999 13.3G 0.02145 0.01416 0.006062 183 640: 100% 5/5 [00:04<00:00, 1.23it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.62s/it]
all 79 172 0.808 0.489 0.598 0.377
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
271/2999 13.3G 0.02128 0.01363 0.004508 210 640: 100% 5/5 [00:04<00:00, 1.23it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.14s/it]
all 79 172 0.788 0.498 0.592 0.373
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
272/2999 13.3G 0.02323 0.01416 0.004713 181 640: 100% 5/5 [00:03<00:00, 1.28it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 79 172 0.68 0.556 0.591 0.383
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
273/2999 13.3G 0.02241 0.01433 0.005521 175 640: 100% 5/5 [00:03<00:00, 1.32it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 79 172 0.72 0.539 0.587 0.375
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
274/2999 13.3G 0.02156 0.01502 0.005296 187 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
all 79 172 0.7 0.516 0.578 0.371
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
275/2999 13.3G 0.02187 0.01516 0.004791 177 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.15s/it]
all 79 172 0.676 0.566 0.574 0.361
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
276/2999 13.3G 0.02218 0.01589 0.004767 229 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 79 172 0.699 0.514 0.59 0.365
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
277/2999 13.3G 0.02195 0.01649 0.004888 205 640: 100% 5/5 [00:03<00:00, 1.30it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 79 172 0.737 0.607 0.652 0.416
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
278/2999 13.3G 0.02141 0.01452 0.003921 173 640: 100% 5/5 [00:03<00:00, 1.27it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
all 79 172 0.657 0.603 0.639 0.408
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
279/2999 13.3G 0.02054 0.01555 0.004726 229 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
all 79 172 0.778 0.508 0.665 0.41
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
280/2999 13.3G 0.02179 0.01484 0.004448 188 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.793 0.552 0.646 0.392
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
281/2999 13.3G 0.0219 0.01377 0.006125 195 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
all 79 172 0.744 0.546 0.6 0.392
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
282/2999 13.3G 0.02197 0.01625 0.004896 215 640: 100% 5/5 [00:03<00:00, 1.31it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 79 172 0.678 0.521 0.56 0.347
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
283/2999 13.3G 0.02083 0.01468 0.005276 143 640: 100% 5/5 [00:03<00:00, 1.29it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.52s/it]
all 79 172 0.634 0.553 0.573 0.343
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 183, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.
284 epochs completed in 0.433 hours.
Optimizer stripped from runs/train/exp/weights/last.pt, 14.5MB
Optimizer stripped from runs/train/exp/weights/best.pt, 14.5MB
Validating runs/train/exp/weights/best.pt...
Fusing layers...
Model summary: 157 layers, 7020913 parameters, 0 gradients, 15.8 GFLOPs
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.20s/it]
all 79 172 0.75 0.624 0.693 0.434
cadeira 79 78 0.714 0.462 0.527 0.255
geladeira 79 4 0.763 0.816 0.895 0.64
monitor 79 36 0.735 0.463 0.572 0.338
quadro 79 54 0.788 0.756 0.78 0.505
Evidências do treinamento
Roboflow
https://app.roboflow.com/wilsoncesarschool/projetofinalmodelosconexionistas/1
HuggingFace
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