a6e52f8ad0
- Added Fast api web application for recycling object detection - Included YOLOv8 model training notebook - Set up project structure with datasets and training directories - Added requirements.txt for dependencies - Configured .gitignore for Python virtual environment and cache files
6.0 KiB
6.0 KiB
| 1 | 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 1 | 5.77103 | 2.39502 | 3.74233 | 2.28906 | 0.01111 | 0.83333 | 0.01388 | 0.00519 | 1.8298 | 3.20789 | 1.89118 | 0 | 0 | 0 |
| 3 | 2 | 11.2977 | 2.55022 | 3.75033 | 2.33099 | 0.01167 | 0.875 | 0.01903 | 0.00579 | 1.73516 | 3.21125 | 1.83719 | 1.9604e-05 | 1.9604e-05 | 1.9604e-05 |
| 4 | 3 | 20.2221 | 2.38719 | 3.79239 | 2.28421 | 0.01167 | 0.875 | 0.01923 | 0.00684 | 1.62975 | 3.19063 | 1.76571 | 3.8416e-05 | 3.8416e-05 | 3.8416e-05 |
| 5 | 4 | 27.4798 | 2.09943 | 3.48603 | 2.07603 | 0.01222 | 0.91667 | 0.02303 | 0.00844 | 1.57125 | 3.15184 | 1.69627 | 5.6436e-05 | 5.6436e-05 | 5.6436e-05 |
| 6 | 5 | 34.249 | 2.12103 | 3.59398 | 2.07602 | 0.01278 | 0.95833 | 0.02936 | 0.01108 | 1.42444 | 3.1487 | 1.60115 | 7.3664e-05 | 7.3664e-05 | 7.3664e-05 |
| 7 | 6 | 41.5492 | 1.95239 | 3.41935 | 1.81496 | 0.01278 | 0.95833 | 0.04007 | 0.01562 | 1.38235 | 3.06553 | 1.50544 | 9.01e-05 | 9.01e-05 | 9.01e-05 |
| 8 | 7 | 48.3184 | 1.67583 | 3.28295 | 1.73853 | 0.01333 | 1 | 0.05015 | 0.02544 | 1.30467 | 3.02673 | 1.44765 | 0.000105744 | 0.000105744 | 0.000105744 |
| 9 | 8 | 55.5926 | 1.62765 | 3.02834 | 1.56366 | 0.01333 | 1 | 0.10045 | 0.04397 | 1.26542 | 2.94541 | 1.40131 | 0.000120596 | 0.000120596 | 0.000120596 |
| 10 | 9 | 62.7108 | 1.81498 | 3.01087 | 1.61769 | 0.01333 | 1 | 0.17666 | 0.07956 | 1.2281 | 2.94119 | 1.38457 | 0.000134656 | 0.000134656 | 0.000134656 |
| 11 | 10 | 69.6239 | 1.55792 | 2.75754 | 1.52268 | 0.01333 | 1 | 0.21511 | 0.11338 | 1.29935 | 2.89992 | 1.3765 | 0.000147924 | 0.000147924 | 0.000147924 |
| 12 | 11 | 76.6196 | 1.51641 | 2.49421 | 1.47669 | 0.01333 | 1 | 0.26881 | 0.13278 | 1.27645 | 2.85958 | 1.32994 | 0.0001604 | 0.0001604 | 0.0001604 |
| 13 | 12 | 83.1946 | 1.51184 | 2.30713 | 1.41096 | 0.01333 | 1 | 0.31061 | 0.1674 | 1.25121 | 2.8077 | 1.28717 | 0.000172084 | 0.000172084 | 0.000172084 |
| 14 | 13 | 90.515 | 1.51602 | 2.00888 | 1.40129 | 0.01333 | 1 | 0.4757 | 0.24692 | 1.2561 | 2.66198 | 1.25275 | 0.000182976 | 0.000182976 | 0.000182976 |
| 15 | 14 | 98.1615 | 1.37113 | 1.66197 | 1.25801 | 0.01333 | 1 | 0.41803 | 0.22915 | 1.33355 | 2.60968 | 1.30747 | 0.000193076 | 0.000193076 | 0.000193076 |
| 16 | 15 | 104.684 | 1.45391 | 1.59786 | 1.37029 | 0.03362 | 0.875 | 0.40816 | 0.21489 | 1.36121 | 2.51034 | 1.30125 | 0.000202384 | 0.000202384 | 0.000202384 |
| 17 | 16 | 111.213 | 1.39235 | 1.5949 | 1.29785 | 0.33903 | 0.5 | 0.4044 | 0.23843 | 1.30273 | 2.48562 | 1.29281 | 0.0002109 | 0.0002109 | 0.0002109 |
| 18 | 17 | 118.594 | 1.31418 | 1.49078 | 1.21216 | 0.38404 | 0.375 | 0.40322 | 0.23121 | 1.30583 | 2.48418 | 1.32533 | 0.000218624 | 0.000218624 | 0.000218624 |
| 19 | 18 | 126.405 | 1.5303 | 1.67169 | 1.35183 | 0.38404 | 0.375 | 0.40322 | 0.23121 | 1.30583 | 2.48418 | 1.32533 | 0.000225556 | 0.000225556 | 0.000225556 |
| 20 | 19 | 133.907 | 1.39993 | 1.74236 | 1.39831 | 0.0363 | 0.83333 | 0.50162 | 0.2658 | 1.29758 | 2.55769 | 1.43345 | 0.000231696 | 0.000231696 | 0.000231696 |
| 21 | 20 | 141.029 | 1.39252 | 1.54489 | 1.34648 | 0.0363 | 0.83333 | 0.50162 | 0.2658 | 1.29758 | 2.55769 | 1.43345 | 0.000237044 | 0.000237044 | 0.000237044 |
| 22 | 21 | 147.427 | 1.30629 | 1.43423 | 1.31285 | 0.01333 | 1 | 0.41838 | 0.21308 | 1.26632 | 2.73525 | 1.48731 | 0.0002416 | 0.0002416 | 0.0002416 |
| 23 | 22 | 154.374 | 1.38586 | 1.38663 | 1.28934 | 0.01333 | 1 | 0.41838 | 0.21308 | 1.26632 | 2.73525 | 1.48731 | 0.000245364 | 0.000245364 | 0.000245364 |
| 24 | 23 | 160.791 | 1.46137 | 1.52123 | 1.29602 | 0.01333 | 1 | 0.33787 | 0.17736 | 1.27755 | 2.86772 | 1.51195 | 0.000248336 | 0.000248336 | 0.000248336 |
| 25 | 24 | 167.375 | 1.40314 | 1.38524 | 1.25211 | 0.01333 | 1 | 0.33787 | 0.17736 | 1.27755 | 2.86772 | 1.51195 | 0.000250516 | 0.000250516 | 0.000250516 |
| 26 | 25 | 173.764 | 1.52506 | 1.46222 | 1.28968 | 0.01333 | 1 | 0.26607 | 0.17632 | 1.26241 | 2.92442 | 1.52792 | 0.000251904 | 0.000251904 | 0.000251904 |
| 27 | 26 | 181.025 | 1.33243 | 1.39899 | 1.15744 | 0.01333 | 1 | 0.26607 | 0.17632 | 1.26241 | 2.92442 | 1.52792 | 0.0002525 | 0.0002525 | 0.0002525 |
| 28 | 27 | 187.713 | 1.2929 | 1.33615 | 1.17835 | 0.01333 | 1 | 0.36076 | 0.23671 | 1.21156 | 2.89447 | 1.50917 | 0.000252304 | 0.000252304 | 0.000252304 |
| 29 | 28 | 193.907 | 1.38689 | 1.49024 | 1.3356 | 0.01333 | 1 | 0.36076 | 0.23671 | 1.21156 | 2.89447 | 1.50917 | 0.000251316 | 0.000251316 | 0.000251316 |
| 30 | 29 | 200.496 | 1.37361 | 1.46786 | 1.18527 | 0.01333 | 1 | 0.39021 | 0.23898 | 1.23804 | 2.90968 | 1.55469 | 0.000249536 | 0.000249536 | 0.000249536 |
| 31 | 30 | 208.513 | 1.27135 | 1.33555 | 1.16232 | 0.01333 | 1 | 0.39021 | 0.23898 | 1.23804 | 2.90968 | 1.55469 | 0.000246964 | 0.000246964 | 0.000246964 |
| 32 | 31 | 215.615 | 1.29587 | 1.38724 | 1.15838 | 0.01333 | 1 | 0.2754 | 0.18092 | 1.34405 | 2.90785 | 1.58436 | 0.0002436 | 0.0002436 | 0.0002436 |
| 33 | 32 | 223.531 | 1.2612 | 1.30351 | 1.13205 | 0.01333 | 1 | 0.2754 | 0.18092 | 1.34405 | 2.90785 | 1.58436 | 0.000239444 | 0.000239444 | 0.000239444 |
| 34 | 33 | 230.452 | 1.31623 | 1.30861 | 1.13295 | 0.01278 | 0.95833 | 0.32768 | 0.17477 | 1.41444 | 2.90286 | 1.59092 | 0.000234496 | 0.000234496 | 0.000234496 |
| 35 | 34 | 238.213 | 1.28537 | 1.25581 | 1.22603 | 0.01278 | 0.95833 | 0.32768 | 0.17477 | 1.41444 | 2.90286 | 1.59092 | 0.000228756 | 0.000228756 | 0.000228756 |
| 36 | 35 | 244.394 | 1.27605 | 1.22113 | 1.18731 | 0.01278 | 0.95833 | 0.30914 | 0.15393 | 1.44597 | 2.95759 | 1.62449 | 0.000222224 | 0.000222224 | 0.000222224 |
| 37 | 36 | 250.874 | 1.14524 | 1.16995 | 1.09065 | 0.01278 | 0.95833 | 0.30914 | 0.15393 | 1.44597 | 2.95759 | 1.62449 | 0.0002149 | 0.0002149 | 0.0002149 |
| 38 | 37 | 257.244 | 1.13138 | 1.10565 | 1.16992 | 0.01333 | 1 | 0.31294 | 0.14219 | 1.42966 | 2.99147 | 1.65039 | 0.000206784 | 0.000206784 | 0.000206784 |
| 39 | 38 | 263.772 | 1.18014 | 1.23762 | 1.17946 | 0.01333 | 1 | 0.31294 | 0.14219 | 1.42966 | 2.99147 | 1.65039 | 0.000197876 | 0.000197876 | 0.000197876 |
| 40 | 39 | 271.22 | 1.15402 | 1.25401 | 1.1634 | 0.01278 | 0.95833 | 0.29555 | 0.15313 | 1.38078 | 2.9779 | 1.64063 | 0.000188176 | 0.000188176 | 0.000188176 |
| 41 | 40 | 278.293 | 1.14982 | 1.1206 | 1.17784 | 0.01278 | 0.95833 | 0.29555 | 0.15313 | 1.38078 | 2.9779 | 1.64063 | 0.000177684 | 0.000177684 | 0.000177684 |
| 42 | 41 | 285.814 | 1.11075 | 1.43055 | 1.11889 | 0.01333 | 1 | 0.30395 | 0.17321 | 1.3201 | 2.86638 | 1.56272 | 0.0001664 | 0.0001664 | 0.0001664 |
| 43 | 42 | 292.792 | 1.01372 | 1.31437 | 1.10605 | 0.01333 | 1 | 0.30395 | 0.17321 | 1.3201 | 2.86638 | 1.56272 | 0.000154324 | 0.000154324 | 0.000154324 |
| 44 | 43 | 299.236 | 1.04451 | 1.35932 | 1.13138 | 1 | 0.36287 | 0.48233 | 0.25656 | 1.25244 | 2.78164 | 1.51545 | 0.000141456 | 0.000141456 | 0.000141456 |
| 45 | 44 | 306.258 | 1.01778 | 1.20135 | 1.09701 | 1 | 0.36287 | 0.48233 | 0.25656 | 1.25244 | 2.78164 | 1.51545 | 0.000127796 | 0.000127796 | 0.000127796 |
| 46 | 45 | 312.829 | 0.98534 | 1.24686 | 1.10526 | 1 | 0.22952 | 0.49823 | 0.28839 | 1.20318 | 2.69778 | 1.47186 | 0.000113344 | 0.000113344 | 0.000113344 |
| 47 | 46 | 319.193 | 1.09942 | 1.26626 | 1.06372 | 1 | 0.22952 | 0.49823 | 0.28839 | 1.20318 | 2.69778 | 1.47186 | 9.81e-05 | 9.81e-05 | 9.81e-05 |
| 48 | 47 | 326.22 | 1.01347 | 1.19968 | 1.07937 | 1 | 0.16199 | 0.55856 | 0.31857 | 1.15047 | 2.61299 | 1.42365 | 8.2064e-05 | 8.2064e-05 | 8.2064e-05 |
| 49 | 48 | 332.77 | 1.02152 | 1.2012 | 1.07213 | 1 | 0.16199 | 0.55856 | 0.31857 | 1.15047 | 2.61299 | 1.42365 | 6.5236e-05 | 6.5236e-05 | 6.5236e-05 |
| 50 | 49 | 339.411 | 0.92922 | 1.16594 | 1.03896 | 1 | 0.16688 | 0.65621 | 0.38721 | 1.1464 | 2.54556 | 1.38359 | 4.7616e-05 | 4.7616e-05 | 4.7616e-05 |
| 51 | 50 | 345.931 | 0.97048 | 1.14546 | 1.05849 | 1 | 0.16688 | 0.65621 | 0.38721 | 1.1464 | 2.54556 | 1.38359 | 2.9204e-05 | 2.9204e-05 | 2.9204e-05 |