| Tipo de Projeto | Modelo Selecionado | Linguagem |
|---|---|---|
| Classificação de Imagens | YOLOv5 | PyTorch |
- Python >=3.10
- Pipenv instalado
O modelo treinado possui performance de 99,50 %.
Click to expand!
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0/99 0G 0.1164 0.02865 0.04516 53 640: 1
Class Images Instances P R mAP50 WARNING ⚠️ NMS time limit 3.200s exceeded
Class Images Instances P R mAP50 WARNING ⚠️ NMS time limit 2.000s exceeded
Class Images Instances P R mAP50
all 84 84 0.000309 0.0646 0.0002 6.37e-05
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1/99 0G 0.1061 0.02819 0.04221 52 640: 1
Class Images Instances P R mAP50 WARNING ⚠️ NMS time limit 3.200s exceeded
Class Images Instances P R mAP50 WARNING ⚠️ NMS time limit 2.000s exceeded
Class Images Instances P R mAP50
all 84 84 0.00182 0.451 0.00966 0.00178
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
2/99 0G 0.07826 0.02961 0.0376 41 640: 1
Class Images Instances P R mAP50
all 84 84 0.00369 0.952 0.206 0.069
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
3/99 0G 0.06001 0.02908 0.03203 45 640: 1
Class Images Instances P R mAP50
all 84 84 0.0381 1 0.448 0.177
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
4/99 0G 0.0569 0.02521 0.0361 36 640: 1
Class Images Instances P R mAP50
all 84 84 0.507 0.724 0.752 0.475
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
5/99 0G 0.05547 0.02243 0.03416 40 640: 1
Class Images Instances P R mAP50
all 84 84 0.675 0.799 0.98 0.593
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
6/99 0G 0.05748 0.01939 0.03041 46 640: 1
Class Images Instances P R mAP50
all 84 84 0.805 0.265 0.42 0.111
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
7/99 0G 0.05392 0.01874 0.02469 42 640: 1
Class Images Instances P R mAP50
all 84 84 0.393 0.724 0.712 0.317
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
8/99 0G 0.05796 0.01721 0.02546 41 640: 1
Class Images Instances P R mAP50
all 84 84 0.451 0.658 0.662 0.359
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
9/99 0G 0.05739 0.01833 0.02054 49 640: 1
Class Images Instances P R mAP50
all 84 84 0.471 0.825 0.734 0.282
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
10/99 0G 0.05328 0.01591 0.02335 45 640: 1
Class Images Instances P R mAP50
all 84 84 0.648 0.912 0.878 0.493
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
11/99 0G 0.06263 0.01544 0.01662 42 640: 1
Class Images Instances P R mAP50
all 84 84 0.666 0.926 0.729 0.356
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
12/99 0G 0.0592 0.01472 0.01638 53 640: 1
Class Images Instances P R mAP50
all 84 84 0.581 0.917 0.707 0.289
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
13/99 0G 0.06015 0.01341 0.01401 39 640: 1
Class Images Instances P R mAP50
all 84 84 0.791 0.983 0.928 0.385
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
14/99 0G 0.05354 0.01268 0.01574 49 640: 1
Class Images Instances P R mAP50
all 84 84 0.546 0.789 0.608 0.32
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
15/99 0G 0.05424 0.01105 0.008662 33 640: 1
Class Images Instances P R mAP50
all 84 84 0.433 0.915 0.629 0.266
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
16/99 0G 0.05971 0.01189 0.01095 40 640: 1
Class Images Instances P R mAP50
all 84 84 0.547 0.924 0.853 0.463
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
17/99 0G 0.05077 0.01178 0.01044 53 640: 1
Class Images Instances P R mAP50
all 84 84 0.712 0.904 0.861 0.454
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
18/99 0G 0.04519 0.01137 0.009303 46 640: 1
Class Images Instances P R mAP50
all 84 84 0.462 0.95 0.825 0.491
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
19/99 0G 0.05215 0.009745 0.008352 48 640: 1
Class Images Instances P R mAP50
all 84 84 0.507 0.978 0.922 0.64
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
20/99 0G 0.04896 0.009743 0.007397 41 640: 1
Class Images Instances P R mAP50
all 84 84 0.377 0.971 0.691 0.328
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
21/99 0G 0.05834 0.009947 0.006149 44 640: 1
Class Images Instances P R mAP50
all 84 84 0.825 0.952 0.968 0.523
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
22/99 0G 0.05358 0.009512 0.007248 37 640: 1
Class Images Instances P R mAP50
all 84 84 0.787 0.978 0.937 0.51
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
23/99 0G 0.04744 0.01061 0.006521 40 640: 1
Class Images Instances P R mAP50
all 84 84 0.895 0.7 0.903 0.372
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
24/99 0G 0.05186 0.01077 0.007834 43 640: 1
Class Images Instances P R mAP50
all 84 84 0.764 0.937 0.917 0.527
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
25/99 0G 0.03916 0.008841 0.005891 37 640: 1
Class Images Instances P R mAP50
all 84 84 0.745 0.916 0.927 0.507
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
26/99 0G 0.04778 0.01078 0.006352 51 640: 1
Class Images Instances P R mAP50
all 84 84 0.785 0.917 0.891 0.447
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
27/99 0G 0.04426 0.009191 0.00533 36 640: 1
Class Images Instances P R mAP50
all 84 84 0.888 0.96 0.981 0.645
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
28/99 0G 0.04532 0.008635 0.007207 42 640: 1
Class Images Instances P R mAP50
all 84 84 0.709 1 0.919 0.538
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
29/99 0G 0.04246 0.008149 0.006029 40 640: 1
Class Images Instances P R mAP50
all 84 84 0.858 0.643 0.865 0.674
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
30/99 0G 0.041 0.009422 0.006245 48 640: 1
Class Images Instances P R mAP50
all 84 84 0.939 0.962 0.981 0.656
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
31/99 0G 0.03957 0.008634 0.004191 51 640: 1
Class Images Instances P R mAP50
all 84 84 0.769 0.939 0.976 0.716
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
32/99 0G 0.0395 0.008625 0.003282 46 640: 1
Class Images Instances P R mAP50
all 84 84 0.872 0.992 0.941 0.64
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
33/99 0G 0.04042 0.00806 0.003379 38 640: 1
Class Images Instances P R mAP50
all 84 84 0.949 0.948 0.97 0.581
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
34/99 0G 0.03828 0.008692 0.003797 32 640: 1
Class Images Instances P R mAP50
all 84 84 0.796 0.952 0.938 0.725
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
35/99 0G 0.03644 0.00794 0.006154 39 640: 1
Class Images Instances P R mAP50
all 84 84 0.834 0.965 0.937 0.651
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
36/99 0G 0.03705 0.008637 0.006474 42 640: 1
Class Images Instances P R mAP50
all 84 84 0.605 1 0.979 0.715
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
37/99 0G 0.03774 0.008382 0.006012 56 640: 1
Class Images Instances P R mAP50
all 84 84 0.822 0.981 0.991 0.727
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
38/99 0G 0.03946 0.008283 0.005056 41 640: 1
Class Images Instances P R mAP50
all 84 84 0.851 0.996 0.994 0.55
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
39/99 0G 0.04047 0.008023 0.01019 45 640: 1
Class Images Instances P R mAP50
all 84 84 0.985 1 0.995 0.754
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
40/99 0G 0.03786 0.007725 0.003889 43 640: 1
Class Images Instances P R mAP50
all 84 84 0.85 1 0.985 0.685
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
41/99 0G 0.03319 0.00748 0.005398 39 640: 1
Class Images Instances P R mAP50
all 84 84 0.983 1 0.995 0.864
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
42/99 0G 0.03307 0.007172 0.004421 35 640: 1
Class Images Instances P R mAP50
all 84 84 0.856 1 0.995 0.696
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
43/99 0G 0.03717 0.007269 0.003994 33 640: 1
Class Images Instances P R mAP50
all 84 84 0.954 1 0.993 0.79
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
44/99 0G 0.04116 0.008095 0.006831 34 640: 1
Class Images Instances P R mAP50
all 84 84 0.992 1 0.995 0.749
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
45/99 0G 0.03333 0.007161 0.00287 40 640: 1
Class Images Instances P R mAP50
all 84 84 0.984 1 0.995 0.679
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
46/99 0G 0.02835 0.007247 0.00457 47 640: 1
Class Images Instances P R mAP50
all 84 84 0.896 1 0.995 0.707
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
47/99 0G 0.03728 0.007194 0.004385 39 640: 1
Class Images Instances P R mAP50
all 84 84 0.959 1 0.995 0.755
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
48/99 0G 0.03746 0.007951 0.007165 39 640: 1
Class Images Instances P R mAP50
all 84 84 0.991 0.998 0.995 0.839
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
49/99 0G 0.0295 0.00687 0.007014 43 640: 1
Class Images Instances P R mAP50
all 84 84 0.989 1 0.995 0.816
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
50/99 0G 0.03438 0.007568 0.004476 44 640: 1
Class Images Instances P R mAP50
all 84 84 0.986 0.998 0.995 0.825
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
51/99 0G 0.02984 0.006485 0.004544 40 640: 1
Class Images Instances P R mAP50
all 84 84 0.96 0.993 0.995 0.894
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
52/99 0G 0.03681 0.006895 0.003793 44 640: 1
Class Images Instances P R mAP50
all 84 84 0.958 0.992 0.995 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
53/99 0G 0.02868 0.006433 0.005848 38 640: 1
Class Images Instances P R mAP50
all 84 84 0.844 0.987 0.995 0.912
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
54/99 0G 0.0383 0.006939 0.00508 43 640: 1
Class Images Instances P R mAP50
all 84 84 0.977 0.991 0.995 0.839
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
55/99 0G 0.03043 0.007463 0.002906 36 640: 1
Class Images Instances P R mAP50
all 84 84 0.937 0.992 0.994 0.776
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
56/99 0G 0.03536 0.007067 0.005278 43 640: 1
Class Images Instances P R mAP50
all 84 84 0.887 0.962 0.958 0.858
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
57/99 0G 0.02841 0.006787 0.002623 49 640: 1
Class Images Instances P R mAP50
all 84 84 0.983 0.998 0.995 0.82
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
58/99 0G 0.0236 0.006943 0.002264 48 640: 1
Class Images Instances P R mAP50
all 84 84 0.985 0.999 0.995 0.832
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
59/99 0G 0.03041 0.007039 0.002205 37 640: 1
Class Images Instances P R mAP50
all 84 84 0.989 1 0.995 0.859
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
60/99 0G 0.02639 0.007144 0.001906 50 640: 1
Class Images Instances P R mAP50
all 84 84 0.987 0.998 0.995 0.854
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
61/99 0G 0.02619 0.007172 0.001964 42 640: 1
Class Images Instances P R mAP50
all 84 84 0.992 0.992 0.995 0.859
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
62/99 0G 0.02696 0.00638 0.002354 36 640: 1
Class Images Instances P R mAP50
all 84 84 0.988 0.998 0.995 0.821
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
63/99 0G 0.02404 0.007005 0.001917 57 640: 1
Class Images Instances P R mAP50
all 84 84 0.992 1 0.995 0.89
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
64/99 0G 0.02856 0.006901 0.00365 44 640: 1
Class Images Instances P R mAP50
all 84 84 0.992 1 0.995 0.89
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
65/99 0G 0.02425 0.006122 0.001496 36 640: 1
Class Images Instances P R mAP50
all 84 84 0.992 0.999 0.995 0.819
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
66/99 0G 0.02604 0.006454 0.002103 47 640: 1
Class Images Instances P R mAP50
all 84 84 0.992 0.999 0.995 0.798
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
67/99 0G 0.02532 0.006391 0.003128 37 640: 1
Class Images Instances P R mAP50
all 84 84 0.994 1 0.995 0.863
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
68/99 0G 0.02309 0.006371 0.001656 45 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 0.998 0.995 0.836
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
69/99 0G 0.02204 0.006817 0.002216 51 640: 1
Class Images Instances P R mAP50
all 84 84 0.996 1 0.995 0.899
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
70/99 0G 0.02197 0.00626 0.003096 47 640: 1
Class Images Instances P R mAP50
all 84 84 0.872 1 0.995 0.884
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
71/99 0G 0.03333 0.006424 0.002214 43 640: 1
Class Images Instances P R mAP50
all 84 84 0.872 1 0.995 0.9
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
72/99 0G 0.02426 0.006251 0.001757 42 640: 1
Class Images Instances P R mAP50
all 84 84 0.996 1 0.995 0.908
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
73/99 0G 0.02355 0.006785 0.00231 41 640: 1
Class Images Instances P R mAP50
all 84 84 0.996 1 0.995 0.861
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
74/99 0G 0.02242 0.006272 0.009468 37 640: 1
Class Images Instances P R mAP50
all 84 84 0.996 1 0.995 0.891
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
75/99 0G 0.02311 0.006403 0.00161 38 640: 1
Class Images Instances P R mAP50
all 84 84 0.995 1 0.995 0.885
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
76/99 0G 0.02079 0.005867 0.002203 37 640: 1
Class Images Instances P R mAP50
all 84 84 0.995 1 0.995 0.854
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
77/99 0G 0.02388 0.006094 0.002715 40 640: 1
Class Images Instances P R mAP50
all 84 84 0.994 1 0.995 0.912
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
78/99 0G 0.02424 0.005737 0.002641 35 640: 1
Class Images Instances P R mAP50
all 84 84 0.994 1 0.995 0.914
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
79/99 0G 0.0204 0.006512 0.001579 51 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 1 0.995 0.904
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
80/99 0G 0.02206 0.006071 0.001724 38 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 1 0.995 0.896
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
81/99 0G 0.02214 0.005884 0.002146 37 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 1 0.995 0.908
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
82/99 0G 0.01985 0.006022 0.001777 32 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 1 0.995 0.903
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
83/99 0G 0.02489 0.005806 0.001837 51 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 1 0.995 0.928
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
84/99 0G 0.01891 0.006303 0.001488 52 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 1 0.995 0.905
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
85/99 0G 0.02239 0.005932 0.002244 37 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 1 0.995 0.902
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
86/99 0G 0.01793 0.005807 0.001053 41 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 1 0.995 0.918
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
87/99 0G 0.01622 0.006066 0.001194 43 640: 1
Class Images Instances P R mAP50
all 84 84 0.993 1 0.995 0.92
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
88/99 0G 0.01846 0.005836 0.002583 38 640: 1
Class Images Instances P R mAP50
all 84 84 0.994 1 0.995 0.918
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
89/99 0G 0.01776 0.006085 0.002251 46 640: 1
Class Images Instances P R mAP50
all 84 84 0.994 1 0.995 0.931
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
90/99 0G 0.02067 0.005602 0.001201 53 640: 1
Class Images Instances P R mAP50
all 84 84 0.994 1 0.995 0.923
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
91/99 0G 0.01883 0.005619 0.001502 38 640: 1
Class Images Instances P R mAP50
all 84 84 0.994 1 0.995 0.905
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
92/99 0G 0.01822 0.005896 0.001223 48 640: 1
Class Images Instances P R mAP50
all 84 84 0.994 1 0.995 0.931
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
93/99 0G 0.02073 0.005965 0.002607 45 640: 1
Class Images Instances P R mAP50
all 84 84 0.995 1 0.995 0.927
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
94/99 0G 0.01838 0.006163 0.002801 57 640: 1
Class Images Instances P R mAP50
all 84 84 0.995 1 0.995 0.923
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
95/99 0G 0.01786 0.006013 0.001189 43 640: 1
Class Images Instances P R mAP50
all 84 84 0.995 1 0.995 0.919
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
96/99 0G 0.02047 0.005613 0.002663 52 640: 1
Class Images Instances P R mAP50
all 84 84 0.995 1 0.995 0.934
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
97/99 0G 0.01286 0.005508 0.001029 38 640: 1
Class Images Instances P R mAP50
all 84 84 0.995 1 0.995 0.931
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
98/99 0G 0.01915 0.005257 0.002006 47 640: 1
Class Images Instances P R mAP50
all 84 84 0.995 1 0.995 0.933
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
99/99 0G 0.01435 0.005301 0.0007359 43 640: 1
Class Images Instances P R mAP50
all 84 84 0.995 1 0.995 0.935
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