WBC's Object Detection Using YOLO 11
Here are links to the project's key components:
Detailed Epoch Training Metrics and Performance:
Training Table:
| epoch |
time |
train/box_loss |
train/cls_loss |
train/dfl_loss |
metrics/precision(B) |
metrics/recall(B) |
metrics/mAP50(B) |
metrics/mAP50-95(B) |
val/box_loss |
val/cls_loss |
val/dfl_loss |
lr/pg0 |
lr/pg1 |
lr/pg2 |
| 1 |
1225.8 |
0.5785 |
1.75297 |
1.08068 |
0.6 |
0.62972 |
0.61453 |
0.55067 |
0.4199 |
1.05484 |
0.95511 |
0.0033326 |
0.0033326 |
0.0033326 |
| 2 |
2403.03 |
0.59321 |
1.23248 |
1.05358 |
0.71724 |
0.65277 |
0.67417 |
0.61082 |
0.39979 |
0.8582 |
0.94748 |
0.00644596 |
0.00644596 |
0.00644596 |
| 3 |
3568.61 |
0.62203 |
1.25773 |
1.06832 |
0.64469 |
0.6843 |
0.67317 |
0.60835 |
0.40479 |
0.86759 |
0.94739 |
0.00933931 |
0.00933931 |
0.00933931 |
| 4 |
4728.7 |
0.6031 |
1.22644 |
1.0543 |
0.64325 |
0.73177 |
0.7123 |
0.65285 |
0.36712 |
0.77695 |
0.91692 |
0.00901 |
0.00901 |
0.00901 |
| 5 |
5891.02 |
0.55723 |
1.10351 |
1.02558 |
0.67826 |
0.76898 |
0.76784 |
0.7113 |
0.36538 |
0.6962 |
0.91117 |
0.00868 |
0.00868 |
0.00868 |
| 6 |
7050.42 |
0.53511 |
1.02332 |
1.01353 |
0.71972 |
0.75886 |
0.7828 |
0.72744 |
0.34963 |
0.66328 |
0.90228 |
0.00835 |
0.00835 |
0.00835 |
| 7 |
8210.83 |
0.52106 |
0.97748 |
1.00739 |
0.75721 |
0.78366 |
0.80938 |
0.75452 |
0.34386 |
0.61477 |
0.89701 |
0.00802 |
0.00802 |
0.00802 |
| 8 |
9370.44 |
0.50547 |
0.92887 |
0.99863 |
0.75901 |
0.78151 |
0.816 |
0.76511 |
0.33969 |
0.58727 |
0.89309 |
0.00769 |
0.00769 |
0.00769 |
| 9 |
10530.5 |
0.5004 |
0.88841 |
0.99572 |
0.7864 |
0.79446 |
0.83539 |
0.78426 |
0.33478 |
0.55494 |
0.88795 |
0.00736 |
0.00736 |
0.00736 |
| 10 |
11690.0 |
0.49209 |
0.86371 |
0.98957 |
0.79387 |
0.79622 |
0.84387 |
0.79363 |
0.32919 |
0.53887 |
0.8845 |
0.00703 |
0.00703 |
0.00703 |
| 11 |
12849.8 |
0.48302 |
0.83302 |
0.98588 |
0.79866 |
0.81537 |
0.85989 |
0.81009 |
0.32787 |
0.51316 |
0.8848 |
0.0067 |
0.0067 |
0.0067 |
| 12 |
14010.8 |
0.47592 |
0.81387 |
0.98145 |
0.81196 |
0.81733 |
0.8645 |
0.81516 |
0.32715 |
0.50135 |
0.88487 |
0.00637 |
0.00637 |
0.00637 |
| 13 |
15171.5 |
0.47145 |
0.78607 |
0.9793 |
0.82138 |
0.82008 |
0.87186 |
0.8235 |
0.32388 |
0.48497 |
0.88204 |
0.00604 |
0.00604 |
0.00604 |
| 14 |
16332.8 |
0.46274 |
0.77234 |
0.97432 |
0.83155 |
0.81772 |
0.87905 |
0.83021 |
0.32209 |
0.4753 |
0.87996 |
0.00571 |
0.00571 |
0.00571 |
| 15 |
17494.5 |
0.46113 |
0.75605 |
0.97323 |
0.83902 |
0.82531 |
0.88466 |
0.83662 |
0.31954 |
0.46565 |
0.87837 |
0.00538 |
0.00538 |
0.00538 |
| 16 |
18654.4 |
0.45568 |
0.72811 |
0.97247 |
0.83884 |
0.82721 |
0.88786 |
0.84115 |
0.31728 |
0.45373 |
0.87953 |
0.00505 |
0.00505 |
0.00505 |
| 17 |
19817.9 |
0.45402 |
0.71188 |
0.97277 |
0.84373 |
0.83899 |
0.89273 |
0.84548 |
0.31625 |
0.44539 |
0.87759 |
0.00472 |
0.00472 |
0.00472 |
| 18 |
20978.4 |
0.44381 |
0.68987 |
0.96636 |
0.84334 |
0.84417 |
0.89781 |
0.85109 |
0.31435 |
0.43436 |
0.87417 |
0.00439 |
0.00439 |
0.00439 |
| 19 |
22136.6 |
0.44103 |
0.67166 |
0.96534 |
0.84546 |
0.85127 |
0.90165 |
0.85569 |
0.31233 |
0.42721 |
0.87207 |
0.00406 |
0.00406 |
0.00406 |
| 20 |
23297.2 |
0.44011 |
0.65134 |
0.96436 |
0.85408 |
0.8512 |
0.90539 |
0.85951 |
0.31186 |
0.41928 |
0.8712 |
0.00373 |
0.00373 |
0.00373 |
| 21 |
24452.3 |
0.3374 |
0.51952 |
0.88793 |
0.85541 |
0.8536 |
0.90766 |
0.86252 |
0.3116 |
0.41254 |
0.87067 |
0.0034 |
0.0034 |
0.0034 |
| 22 |
25608.9 |
0.33233 |
0.49012 |
0.88616 |
0.85654 |
0.85508 |
0.9097 |
0.86515 |
0.3099 |
0.4062 |
0.86978 |
0.00307 |
0.00307 |
0.00307 |
| 23 |
26761.6 |
0.33018 |
0.47189 |
0.88277 |
0.85916 |
0.85264 |
0.91176 |
0.86739 |
0.30958 |
0.40253 |
0.86942 |
0.00274 |
0.00274 |
0.00274 |
| 24 |
27913.6 |
0.32448 |
0.45399 |
0.87815 |
0.85568 |
0.86282 |
0.91376 |
0.8693 |
0.30865 |
0.40008 |
0.8684 |
0.00241 |
0.00241 |
0.00241 |
| 25 |
29066.3 |
0.31904 |
0.43523 |
0.87707 |
0.85736 |
0.86565 |
0.91517 |
0.8707 |
0.30757 |
0.39642 |
0.8676 |
0.00208 |
0.00208 |
0.00208 |
| 26 |
30219.9 |
0.31889 |
0.41156 |
0.87743 |
0.85879 |
0.86718 |
0.91639 |
0.87241 |
0.30656 |
0.39346 |
0.86704 |
0.00175 |
0.00175 |
0.00175 |
| 27 |
31373.1 |
0.3096 |
0.39341 |
0.87017 |
0.86007 |
0.87011 |
0.91793 |
0.87395 |
0.30596 |
0.38956 |
0.8665 |
0.00142 |
0.00142 |
0.00142 |
| 28 |
32526.4 |
0.31067 |
0.37626 |
0.8704 |
0.86056 |
0.87339 |
0.919 |
0.8752 |
0.30521 |
0.38661 |
0.86574 |
0.00109 |
0.00109 |
0.00109 |
| 29 |
33680.2 |
0.30541 |
0.36083 |
0.8675 |
0.86259 |
0.87401 |
0.91994 |
0.87604 |
0.30477 |
0.3845 |
0.86533 |
0.00076 |
0.00076 |
0.00076 |
| 30 |
34834.5 |
0.30304 |
0.34296 |
0.86638 |
0.86295 |
0.87539 |
0.92061 |
0.87694 |
0.30432 |
0.38219 |
0.86491 |
0.00043 |
0.00043 |
0.00043 |