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projetoFinal
wilsonsob/projetoFinal
projetoFinal is a machine learning model from wilsonsob. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
O modelo treinado possui performance de 69%.
Access
Public
Updated Nov 5, 2022
Repo size
14.5 MB
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.pt14.5 MB · 99%
At a glance
- Access
- Public
- Created
- Nov 3, 2022
- Updated
- Nov 5, 2022
- SHA
- 20798907
Model card
From the Hugging Face model README
Projeto Final - Modelos Preditivos Conexionistas
Nome do aluno
| Tipo de Projeto | Modelo Selecionado | Linguagem |
|---|---|---|
| <br>Deteção de Objetos | YOLOv5 | PyTorch |
Performance
O modelo treinado possui performance de 69%.
Output do bloco de treinamento
<details> <summary>Click to expand!</summary> 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
The model card is truncated. Read the rest on Hugging Face.
- Created
- Nov 3, 2022
- Updated
- Nov 5, 2022