Projeto Final - Modelos Preditivos Conexionistas
Amanda Marcelle
Classificação de Imagens | YOLOv5 | PyTorch |
Performance
O modelo treinado possui performance de 95.064%.
Output do bloco de treinamento
<details> <summary>Click to expand!</summary>
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0/99 14.5G 0.1173 0.02951 0.04212 48 640: 100% 3/3 [00:06<00:00, 2.05s/it]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:03<00:00, 3.60s/it]
all 48 51 0.000615 0.185 0.00187 0.000344
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1/99 14.5G 0.117 0.0299 0.04352 47 640: 100% 3/3 [00:02<00:00, 1.45it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:02<00:00, 2.44s/it]
all 48 51 0.000702 0.207 0.00184 0.000399
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
2/99 14.5G 0.1091 0.02967 0.04121 52 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
all 48 51 0.00143 0.407 0.00296 0.000538
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
3/99 14.5G 0.09301 0.03038 0.04133 57 640: 100% 3/3 [00:01<00:00, 1.51it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
all 48 51 0.00234 0.662 0.00461 0.00125
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
4/99 14.5G 0.08414 0.02782 0.03717 42 640: 100% 3/3 [00:01<00:00, 1.70it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.23s/it]
all 48 51 0.00332 0.925 0.0155 0.00356
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
5/99 14.5G 0.07755 0.03044 0.03635 61 640: 100% 3/3 [00:02<00:00, 1.50it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.42s/it]
all 48 51 0.00338 0.943 0.0431 0.0113
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
6/99 14.5G 0.07188 0.02928 0.03551 64 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.27it/s]
all 48 51 0.0541 0.807 0.176 0.0534
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
7/99 14.5G 0.06404 0.02723 0.03221 52 640: 100% 3/3 [00:01<00:00, 1.69it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.37it/s]
all 48 51 0.276 0.248 0.345 0.119
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
8/99 14.5G 0.06093 0.02685 0.03196 54 640: 100% 3/3 [00:01<00:00, 1.71it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.40it/s]
all 48 51 0.294 0.397 0.384 0.183
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
9/99 14.5G 0.05552 0.02522 0.03117 52 640: 100% 3/3 [00:01<00:00, 1.53it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.27s/it]
all 48 51 0.394 0.83 0.527 0.217
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
10/99 14.5G 0.05127 0.02385 0.0289 63 640: 100% 3/3 [00:02<00:00, 1.50it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.23it/s]
all 48 51 0.285 0.563 0.374 0.139
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
11/99 14.5G 0.05089 0.02129 0.02614 55 640: 100% 3/3 [00:01<00:00, 1.68it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.30it/s]
all 48 51 0.441 0.788 0.596 0.244
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
12/99 14.5G 0.05039 0.02237 0.0258 64 640: 100% 3/3 [00:01<00:00, 1.70it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.46it/s]
all 48 51 0.374 0.493 0.516 0.189
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
13/99 14.5G 0.05247 0.02004 0.0244 59 640: 100% 3/3 [00:01<00:00, 1.70it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.60it/s]
all 48 51 0.454 0.751 0.588 0.219
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
14/99 14.5G 0.05274 0.01739 0.02377 44 640: 100% 3/3 [00:02<00:00, 1.47it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 48 51 0.445 0.73 0.651 0.368
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
15/99 14.5G 0.05039 0.01816 0.02187 53 640: 100% 3/3 [00:02<00:00, 1.49it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 48 51 0.756 0.556 0.687 0.294
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
16/99 14.5G 0.04991 0.01858 0.02139 56 640: 100% 3/3 [00:01<00:00, 1.59it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.69it/s]
all 48 51 0.422 0.766 0.689 0.324
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
17/99 14.5G 0.04662 0.01747 0.01999 44 640: 100% 3/3 [00:01<00:00, 1.66it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.65it/s]
all 48 51 0.52 0.835 0.794 0.369
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
18/99 14.5G 0.04795 0.01678 0.01661 39 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.61it/s]
all 48 51 0.481 0.712 0.768 0.359
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
19/99 14.5G 0.05038 0.01551 0.01666 45 640: 100% 3/3 [00:02<00:00, 1.47it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
all 48 51 0.613 0.751 0.789 0.346
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
20/99 14.5G 0.04957 0.01683 0.0145 57 640: 100% 3/3 [00:02<00:00, 1.46it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.15it/s]
all 48 51 0.678 0.728 0.777 0.369
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
21/99 14.5G 0.04895 0.016 0.01241 61 640: 100% 3/3 [00:01<00:00, 1.66it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.44it/s]
all 48 51 0.521 0.866 0.735 0.241
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
22/99 14.5G 0.04981 0.01568 0.01368 60 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.62it/s]
all 48 51 0.672 0.883 0.836 0.429
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
23/99 14.5G 0.04714 0.0155 0.01011 66 640: 100% 3/3 [00:01<00:00, 1.68it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.56it/s]
all 48 51 0.697 0.555 0.695 0.307
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
24/99 14.5G 0.0503 0.0141 0.01024 57 640: 100% 3/3 [00:02<00:00, 1.48it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
all 48 51 0.608 0.754 0.76 0.443
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
25/99 14.5G 0.04941 0.01338 0.00806 55 640: 100% 3/3 [00:02<00:00, 1.46it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.53it/s]
all 48 51 0.647 0.85 0.855 0.425
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
26/99 14.5G 0.04874 0.01292 0.007769 46 640: 100% 3/3 [00:01<00:00, 1.59it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.61it/s]
all 48 51 0.837 0.799 0.889 0.39
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
27/99 14.5G 0.04854 0.0124 0.005404 52 640: 100% 3/3 [00:01<00:00, 1.68it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.69it/s]
all 48 51 0.75 0.831 0.854 0.41
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
28/99 14.5G 0.04928 0.01354 0.007839 67 640: 100% 3/3 [00:01<00:00, 1.68it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.75it/s]
all 48 51 0.826 0.904 0.822 0.353
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
29/99 14.5G 0.04598 0.01249 0.007299 50 640: 100% 3/3 [00:02<00:00, 1.47it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
all 48 51 0.713 0.747 0.761 0.309
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
30/99 14.5G 0.04935 0.01215 0.007643 50 640: 100% 3/3 [00:02<00:00, 1.47it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.22it/s]
all 48 51 0.776 0.865 0.843 0.438
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
31/99 14.5G 0.04864 0.01289 0.005101 55 640: 100% 3/3 [00:01<00:00, 1.64it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.51it/s]
all 48 51 0.663 0.884 0.824 0.43
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
32/99 14.5G 0.05004 0.01238 0.004848 50 640: 100% 3/3 [00:01<00:00, 1.67it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.60it/s]
all 48 51 0.775 0.872 0.84 0.464
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
33/99 14.5G 0.043 0.01213 0.004578 46 640: 100% 3/3 [00:01<00:00, 1.64it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.59it/s]
all 48 51 0.784 0.903 0.902 0.456
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
34/99 14.5G 0.04486 0.01146 0.004531 57 640: 100% 3/3 [00:01<00:00, 1.50it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
all 48 51 0.669 0.878 0.813 0.465
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
35/99 14.5G 0.04645 0.01072 0.006159 52 640: 100% 3/3 [00:02<00:00, 1.46it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.30it/s]
all 48 51 0.842 0.903 0.909 0.542
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
36/99 14.5G 0.03973 0.01094 0.003959 60 640: 100% 3/3 [00:01<00:00, 1.66it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.61it/s]
all 48 51 0.761 0.943 0.879 0.482
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
37/99 14.5G 0.04033 0.01163 0.00376 63 640: 100% 3/3 [00:01<00:00, 1.64it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.57it/s]
all 48 51 0.708 0.913 0.828 0.437
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
38/99 14.5G 0.04057 0.01205 0.003636 72 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.62it/s]
all 48 51 0.673 0.925 0.84 0.477
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
39/99 14.5G 0.03825 0.01124 0.003696 61 640: 100% 3/3 [00:02<00:00, 1.48it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
all 48 51 0.794 0.895 0.87 0.404
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
40/99 14.5G 0.03809 0.01124 0.004317 51 640: 100% 3/3 [00:02<00:00, 1.43it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.48it/s]
all 48 51 0.885 0.925 0.936 0.541
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
41/99 14.5G 0.03864 0.01028 0.003073 57 640: 100% 3/3 [00:01<00:00, 1.66it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.56it/s]
all 48 51 0.899 0.911 0.936 0.517
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
42/99 14.5G 0.03765 0.009781 0.00389 54 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.52it/s]
all 48 51 0.81 0.897 0.88 0.53
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
43/99 14.5G 0.03712 0.01001 0.003314 60 640: 100% 3/3 [00:01<00:00, 1.67it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.64it/s]
all 48 51 0.71 0.878 0.845 0.486
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
44/99 14.5G 0.03547 0.01018 0.002678 54 640: 100% 3/3 [00:02<00:00, 1.49it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
all 48 51 0.849 0.863 0.89 0.571
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
45/99 14.5G 0.03625 0.009573 0.00311 49 640: 100% 3/3 [00:02<00:00, 1.45it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.51it/s]
all 48 51 0.868 0.888 0.943 0.579
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
46/99 14.5G 0.03042 0.009131 0.00248 48 640: 100% 3/3 [00:01<00:00, 1.66it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.67it/s]
all 48 51 0.964 0.912 0.944 0.528
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
47/99 14.5G 0.03487 0.009607 0.002785 63 640: 100% 3/3 [00:01<00:00, 1.67it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.58it/s]
all 48 51 0.871 0.917 0.923 0.633
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
48/99 14.5G 0.03493 0.01027 0.003169 56 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.23it/s]
all 48 51 0.95 0.925 0.941 0.623
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
49/99 14.5G 0.03322 0.009798 0.00277 54 640: 100% 3/3 [00:01<00:00, 1.51it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
all 48 51 0.98 0.92 0.941 0.626
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
50/99 14.5G 0.03267 0.009513 0.003097 65 640: 100% 3/3 [00:01<00:00, 1.52it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.19it/s]
all 48 51 0.94 0.922 0.943 0.633
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
51/99 14.5G 0.03159 0.00903 0.0027 60 640: 100% 3/3 [00:01<00:00, 1.60it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.64it/s]
all 48 51 0.96 0.924 0.946 0.655
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
52/99 14.5G 0.03347 0.009841 0.002704 63 640: 100% 3/3 [00:01<00:00, 1.63it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.54it/s]
all 48 51 0.954 0.928 0.944 0.656
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
53/99 14.5G 0.03157 0.00901 0.00293 55 640: 100% 3/3 [00:01<00:00, 1.58it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 48 51 0.94 0.922 0.942 0.653
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
54/99 14.5G 0.02962 0.008739 0.002884 53 640: 100% 3/3 [00:02<00:00, 1.47it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
all 48 51 0.944 0.909 0.94 0.663
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
55/99 14.5G 0.02942 0.008434 0.002522 47 640: 100% 3/3 [00:01<00:00, 1.58it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.64it/s]
all 48 51 0.933 0.913 0.935 0.625
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
56/99 14.5G 0.02839 0.008242 0.002123 46 640: 100% 3/3 [00:01<00:00, 1.66it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.68it/s]
all 48 51 0.944 0.903 0.936 0.674
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
57/99 14.5G 0.03099 0.008603 0.00237 48 640: 100% 3/3 [00:01<00:00, 1.62it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.65it/s]
all 48 51 0.944 0.9 0.93 0.66
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
58/99 14.5G 0.0309 0.008751 0.002476 58 640: 100% 3/3 [00:01<00:00, 1.56it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
all 48 51 0.953 0.921 0.93 0.645
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
59/99 14.5G 0.0281 0.009137 0.001898 58 640: 100% 3/3 [00:02<00:00, 1.49it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.15it/s]
all 48 51 0.964 0.925 0.933 0.657
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
60/99 14.5G 0.02969 0.01001 0.002004 67 640: 100% 3/3 [00:01<00:00, 1.59it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.52it/s]
all 48 51 0.95 0.908 0.932 0.663
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
61/99 14.5G 0.03051 0.009829 0.002544 64 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.65it/s]
all 48 51 0.928 0.943 0.936 0.615
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
62/99 14.5G 0.02698 0.008735 0.001796 52 640: 100% 3/3 [00:01<00:00, 1.69it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.69it/s]
all 48 51 0.96 0.943 0.94 0.65
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
63/99 14.5G 0.0257 0.008141 0.002893 49 640: 100% 3/3 [00:02<00:00, 1.48it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.17it/s]
all 48 51 0.953 0.943 0.944 0.691
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
64/99 14.5G 0.02593 0.008735 0.001888 54 640: 100% 3/3 [00:02<00:00, 1.47it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.34it/s]
all 48 51 0.95 0.943 0.938 0.706
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
65/99 14.5G 0.02573 0.009205 0.00205 69 640: 100% 3/3 [00:01<00:00, 1.64it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.68it/s]
all 48 51 0.952 0.943 0.929 0.672
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
66/99 14.5G 0.02694 0.00972 0.001523 63 640: 100% 3/3 [00:01<00:00, 1.63it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.67it/s]
all 48 51 0.937 0.932 0.934 0.655
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
67/99 14.5G 0.0258 0.007903 0.001781 49 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.50it/s]
all 48 51 0.951 0.924 0.923 0.687
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
68/99 14.5G 0.02381 0.007992 0.001365 53 640: 100% 3/3 [00:02<00:00, 1.47it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
all 48 51 0.95 0.924 0.918 0.667
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
69/99 14.5G 0.02593 0.007629 0.001506 50 640: 100% 3/3 [00:02<00:00, 1.45it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.44it/s]
all 48 51 0.95 0.924 0.922 0.672
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
70/99 14.5G 0.02321 0.00833 0.001982 49 640: 100% 3/3 [00:01<00:00, 1.59it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.75it/s]
all 48 51 0.948 0.924 0.922 0.656
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
71/99 14.5G 0.02485 0.008585 0.001422 64 640: 100% 3/3 [00:01<00:00, 1.66it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.63it/s]
all 48 51 0.951 0.924 0.928 0.659
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
72/99 14.5G 0.02444 0.008072 0.001673 54 640: 100% 3/3 [00:01<00:00, 1.67it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.53it/s]
all 48 51 0.948 0.943 0.935 0.695
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
73/99 14.5G 0.02324 0.007747 0.001515 56 640: 100% 3/3 [00:01<00:00, 1.51it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.11s/it]
all 48 51 0.949 0.943 0.933 0.69
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
74/99 14.5G 0.02518 0.007867 0.002684 49 640: 100% 3/3 [00:02<00:00, 1.46it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.36it/s]
all 48 51 0.945 0.939 0.941 0.683
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
75/99 14.5G 0.02489 0.007663 0.001348 49 640: 100% 3/3 [00:01<00:00, 1.59it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.77it/s]
all 48 51 0.954 0.93 0.941 0.711
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
76/99 14.5G 0.0249 0.007882 0.001491 58 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.59it/s]
all 48 51 0.953 0.935 0.941 0.699
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
77/99 14.5G 0.02338 0.008244 0.00121 53 640: 100% 3/3 [00:01<00:00, 1.64it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.63it/s]
all 48 51 0.966 0.935 0.946 0.704
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
78/99 14.5G 0.02188 0.008403 0.002326 60 640: 100% 3/3 [00:02<00:00, 1.49it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
all 48 51 0.965 0.935 0.949 0.711
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
79/99 14.5G 0.02088 0.008667 0.001328 65 640: 100% 3/3 [00:02<00:00, 1.48it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.38it/s]
all 48 51 0.964 0.937 0.95 0.708
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
80/99 14.5G 0.02104 0.007684 0.001405 53 640: 100% 3/3 [00:01<00:00, 1.62it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.68it/s]
all 48 51 0.965 0.943 0.953 0.714
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
81/99 14.5G 0.02185 0.007261 0.0009642 41 640: 100% 3/3 [00:01<00:00, 1.67it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.56it/s]
all 48 51 0.966 0.943 0.954 0.715
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
82/99 14.5G 0.02203 0.008324 0.001523 53 640: 100% 3/3 [00:01<00:00, 1.65it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.66it/s]
all 48 51 0.966 0.943 0.952 0.708
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
83/99 14.5G 0.02273 0.007898 0.001543 56 640: 100% 3/3 [00:01<00:00, 1.54it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 48 51 0.968 0.943 0.953 0.722
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
84/99 14.5G 0.01977 0.008448 0.001158 58 640: 100% 3/3 [00:02<00:00, 1.45it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.80it/s]
all 48 51 0.968 0.943 0.949 0.693
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
85/99 14.5G 0.01954 0.008231 0.0009324 59 640: 100% 3/3 [00:02<00:00, 1.36it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.14s/it]
all 48 51 0.954 0.943 0.944 0.69
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
86/99 14.5G 0.01957 0.007949 0.002212 69 640: 100% 3/3 [00:02<00:00, 1.50it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.15it/s]
all 48 51 0.954 0.941 0.944 0.713
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
87/99 14.5G 0.01812 0.008274 0.001032 62 640: 100% 3/3 [00:02<00:00, 1.50it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.16s/it]
all 48 51 0.941 0.943 0.944 0.704
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
88/99 14.5G 0.02107 0.007662 0.001313 46 640: 100% 3/3 [00:02<00:00, 1.44it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
all 48 51 0.956 0.943 0.947 0.698
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
89/99 14.5G 0.01872 0.007213 0.0008376 46 640: 100% 3/3 [00:01<00:00, 1.60it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.80it/s]
all 48 51 0.946 0.943 0.946 0.708
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
90/99 14.5G 0.01936 0.007031 0.00117 40 640: 100% 3/3 [00:01<00:00, 1.64it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.66it/s]
all 48 51 0.949 0.943 0.948 0.708
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
91/99 14.5G 0.02222 0.007219 0.002038 56 640: 100% 3/3 [00:01<00:00, 1.63it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.64it/s]
all 48 51 0.949 0.943 0.947 0.717
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
92/99 14.5G 0.02094 0.007486 0.001074 54 640: 100% 3/3 [00:01<00:00, 1.57it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
all 48 51 0.952 0.943 0.952 0.693
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
93/99 14.5G 0.01977 0.007307 0.001149 45 640: 100% 3/3 [00:02<00:00, 1.48it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
all 48 51 0.969 0.943 0.953 0.712
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
94/99 14.5G 0.01792 0.007574 0.0009988 61 640: 100% 3/3 [00:01<00:00, 1.56it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.62it/s]
all 48 51 0.97 0.946 0.954 0.69
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
95/99 14.5G 0.01722 0.00717 0.0005925 56 640: 100% 3/3 [00:01<00:00, 1.64it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.80it/s]
all 48 51 0.971 0.946 0.954 0.715
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
96/99 14.5G 0.01958 0.007926 0.002278 55 640: 100% 3/3 [00:01<00:00, 1.64it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.57it/s]
all 48 51 0.971 0.945 0.954 0.703
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
97/99 14.5G 0.01979 0.00745 0.002163 50 640: 100% 3/3 [00:01<00:00, 1.52it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
all 48 51 0.971 0.943 0.953 0.718
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
98/99 14.5G 0.01779 0.006418 0.001656 53 640: 100% 3/3 [00:02<00:00, 1.48it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
all 48 51 0.97 0.941 0.952 0.721
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
99/99 14.5G 0.01798 0.007337 0.001713 53 640: 100% 3/3 [00:01<00:00, 1.60it/s]
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.56it/s]
all 48 51 0.969 0.941 0.952 0.72
100 epochs completed in 0.097 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, 7018216 parameters, 0 gradients, 15.8 GFLOPs
Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.79it/s]
all 48 51 0.968 0.943 0.951 0.72
azul 48 18 0.936 0.889 0.882 0.691
verde 48 17 0.988 0.941 0.975 0.663
vermelha 48 16 0.979 1 0.995 0.805
Results saved to runs/train/exp
wandb: Waiting for W&B process to finish... (success).
wandb:
wandb: Run history:
wandb: metrics/mAP_0.5 ▁▁▁▄▄▅▆▇▇▆▇▇▇██▇█▇██████████████████████
wandb: metrics/mAP_0.5:0.95 ▁▁▁▂▂▃▄▅▅▄▅▄▅▅▆▆▆▆▆▇▇▇█▇▇█▇█▇███████████
wandb: metrics/precision ▁▁▁▃▃▄▆▅▆▆▆▇▇▇▇▆▇▆██████████████████████
wandb: metrics/recall ▁▃█▂▄▄▄▇▆▄▇█▇████▇██████████████████████
wandb: train/box_loss █▇▅▄▃▃▃▃▃▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: train/cls_loss ██▇▆▆▅▅▄▃▃▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: train/obj_loss ███▇▆▆▄▄▄▄▃▃▂▂▂▂▂▂▂▂▂▂▁▁▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: val/box_loss █▆▄▃▄▃▃▃▃▃▃▃▂▃▂▂▂▂▂▂▂▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: val/cls_loss ██▇▇▆▆▄▄▃▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: val/obj_loss █▇▆▅▅▅▃▃▂▂▂▂▁▁▁▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: x/lr0 ██▇▇▆▆▅▅▄▄▃▃▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: x/lr1 ▁▂▃▃▄▄▅▆▆▆▇▇████▇▇▇▇▆▆▆▅▅▅▅▄▄▄▄▃▃▃▂▂▂▂▁▁
wandb: x/lr2 ▁▂▃▃▄▄▅▆▆▆▇▇████▇▇▇▇▆▆▆▅▅▅▅▄▄▄▄▃▃▃▂▂▂▂▁▁
wandb:
wandb: Run summary:
wandb: best/epoch 83
wandb: best/mAP_0.5 0.95346
wandb: best/mAP_0.5:0.95 0.72164
wandb: best/precision 0.96762
wandb: best/recall 0.94336
wandb: metrics/mAP_0.5 0.95064
wandb: metrics/mAP_0.5:0.95 0.71958
wandb: metrics/precision 0.96762
wandb: metrics/recall 0.94336
wandb: train/box_loss 0.01798
wandb: train/cls_loss 0.00171
wandb: train/obj_loss 0.00734
wandb: val/box_loss 0.01577
wandb: val/cls_loss 0.00094
wandb: val/obj_loss 0.00473
wandb: x/lr0 0.0003
wandb: x/lr1 0.0003
wandb: x/lr2 0.0003
</details>
Evidências do treinamento
Roboflow
Link para acesso do Dataset Roboflow: Dataset Roboflow
HuggingFace
Link para acesso do HuggingFace: HuggingFace