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 | 54.2497 | 2.06475 | 3.28559 | 1.98692 | 0.01333 | 1 | 0.33729 | 0.17014 | 1.93235 | 2.90451 | 1.84283 | 0.00018 | 0.00018 | 0.00018 |
| 3 | 2 | 105.789 | 1.60795 | 1.73886 | 1.42903 | 0.04429 | 0.70833 | 0.6133 | 0.31939 | 1.85374 | 2.44436 | 1.72346 | 0.000372476 | 0.000372476 | 0.000372476 |
| 4 | 3 | 157.32 | 1.48166 | 1.39392 | 1.33944 | 0.01333 | 1 | 0.58472 | 0.19178 | 1.72844 | 2.89381 | 1.78894 | 0.000557032 | 0.000557032 | 0.000557032 |
| 5 | 4 | 208.774 | 1.34582 | 1.22969 | 1.27148 | 0.01333 | 1 | 0.6083 | 0.19769 | 2.02742 | 2.67312 | 1.90923 | 0.000733668 | 0.000733668 | 0.000733668 |
| 6 | 5 | 263.416 | 1.29696 | 1.1387 | 1.27776 | 0.01167 | 0.875 | 0.32824 | 0.12628 | 1.80957 | 2.9277 | 1.93331 | 0.000902384 | 0.000902384 | 0.000902384 |
| 7 | 6 | 316.659 | 1.32609 | 1.19217 | 1.29891 | 1 | 0.32314 | 0.55136 | 0.25631 | 1.65501 | 2.36249 | 1.66467 | 0.00106318 | 0.00106318 | 0.00106318 |
| 8 | 7 | 370.237 | 1.26765 | 1.09562 | 1.27424 | 0.83303 | 0.41585 | 0.55229 | 0.28987 | 1.64476 | 2.14156 | 1.65976 | 0.00121606 | 0.00121606 | 0.00121606 |
| 9 | 8 | 424.139 | 1.24118 | 1.02811 | 1.21346 | 1 | 0.23779 | 0.31152 | 0.1936 | 1.53292 | 2.41104 | 1.74351 | 0.00136101 | 0.00136101 | 0.00136101 |
| 10 | 9 | 479.369 | 1.2307 | 1.01492 | 1.21561 | 0.87007 | 0.28016 | 0.40512 | 0.23051 | 1.60375 | 2.01821 | 1.85871 | 0.00149805 | 0.00149805 | 0.00149805 |
| 11 | 10 | 538.627 | 1.25632 | 1.07046 | 1.25763 | 0.73801 | 0.375 | 0.45316 | 0.25944 | 1.55876 | 2.01301 | 1.83093 | 0.00162716 | 0.00162716 | 0.00162716 |
| 12 | 11 | 596.26 | 1.19315 | 1.0017 | 1.23698 | 0.94133 | 0.45833 | 0.616 | 0.37669 | 1.54146 | 1.88414 | 1.79534 | 0.001604 | 0.001604 | 0.001604 |
| 13 | 12 | 655.016 | 1.21302 | 0.95347 | 1.25888 | 0.87584 | 0.41667 | 0.50074 | 0.25638 | 1.75181 | 2.02174 | 1.98871 | 0.0015644 | 0.0015644 | 0.0015644 |
| 14 | 13 | 715.277 | 1.15439 | 0.91539 | 1.20183 | 1 | 0.57733 | 0.74564 | 0.37953 | 1.8085 | 1.333 | 1.96653 | 0.0015248 | 0.0015248 | 0.0015248 |
| 15 | 14 | 777.134 | 1.09638 | 0.85925 | 1.16466 | 0.93632 | 0.70833 | 0.85861 | 0.49064 | 1.49037 | 0.94339 | 1.79087 | 0.0014852 | 0.0014852 | 0.0014852 |
| 16 | 15 | 843.665 | 1.05888 | 0.81842 | 1.15457 | 0.76475 | 0.70833 | 0.83217 | 0.52387 | 1.47243 | 0.98751 | 1.76234 | 0.0014456 | 0.0014456 | 0.0014456 |
| 17 | 16 | 909.287 | 1.04644 | 0.8167 | 1.14854 | 0.77532 | 0.71927 | 0.79227 | 0.50756 | 1.30848 | 1.29365 | 1.53777 | 0.001406 | 0.001406 | 0.001406 |
| 18 | 17 | 973.886 | 1.05134 | 0.8072 | 1.15606 | 0.77957 | 0.58971 | 0.67932 | 0.39674 | 1.43737 | 1.38893 | 1.62843 | 0.0013664 | 0.0013664 | 0.0013664 |
| 19 | 18 | 1038.19 | 1.01895 | 0.76075 | 1.12363 | 0.75585 | 0.75 | 0.79299 | 0.54014 | 1.19492 | 1.06695 | 1.43887 | 0.0013268 | 0.0013268 | 0.0013268 |
| 20 | 19 | 1102.59 | 0.99528 | 0.74277 | 1.10987 | 0.84396 | 0.70833 | 0.80284 | 0.5417 | 1.26264 | 0.86554 | 1.50366 | 0.0012872 | 0.0012872 | 0.0012872 |
| 21 | 20 | 1169.64 | 1.02288 | 0.74384 | 1.13908 | 0.92166 | 0.79167 | 0.89138 | 0.42992 | 1.82014 | 0.95111 | 2.05613 | 0.0012476 | 0.0012476 | 0.0012476 |
| 22 | 21 | 1235.9 | 0.97969 | 0.72155 | 1.10969 | 0.87089 | 0.79167 | 0.87398 | 0.49915 | 1.61727 | 0.97409 | 1.8339 | 0.001208 | 0.001208 | 0.001208 |
| 23 | 22 | 1301.63 | 0.96498 | 0.69427 | 1.08961 | 0.82713 | 0.59862 | 0.8583 | 0.44535 | 1.49811 | 0.94941 | 1.6617 | 0.0011684 | 0.0011684 | 0.0011684 |
| 24 | 23 | 1375.05 | 0.97176 | 0.69995 | 1.12122 | 0.98851 | 0.5 | 0.70735 | 0.36377 | 1.45452 | 0.90547 | 1.56864 | 0.0011288 | 0.0011288 | 0.0011288 |
| 25 | 24 | 1483 | 0.93529 | 0.66614 | 1.09092 | 1 | 0.78404 | 0.92018 | 0.52713 | 1.26578 | 0.81984 | 1.39338 | 0.0010892 | 0.0010892 | 0.0010892 |
| 26 | 25 | 1570.57 | 0.94593 | 0.67634 | 1.09923 | 1 | 0.82488 | 0.93674 | 0.51259 | 1.43898 | 0.95183 | 1.44066 | 0.0010496 | 0.0010496 | 0.0010496 |
| 27 | 26 | 1640.5 | 0.9005 | 0.64656 | 1.08853 | 0.85685 | 0.79167 | 0.87822 | 0.59599 | 1.00997 | 0.74692 | 1.25779 | 0.00101 | 0.00101 | 0.00101 |
| 28 | 27 | 1716.79 | 0.88047 | 0.65839 | 1.0819 | 0.98302 | 0.66667 | 0.79722 | 0.47007 | 1.44935 | 0.90317 | 1.58064 | 0.0009704 | 0.0009704 | 0.0009704 |
| 29 | 28 | 1790.17 | 0.92727 | 0.6491 | 1.07941 | 0.96438 | 0.79167 | 0.88789 | 0.51198 | 1.41082 | 0.95921 | 1.55489 | 0.0009308 | 0.0009308 | 0.0009308 |
| 30 | 29 | 1863.25 | 0.86808 | 0.61314 | 1.06347 | 1 | 0.73943 | 0.85062 | 0.53272 | 1.26679 | 0.77515 | 1.5057 | 0.0008912 | 0.0008912 | 0.0008912 |
| 31 | 30 | 1935.03 | 0.85237 | 0.60318 | 1.03757 | 0.86759 | 0.81945 | 0.90299 | 0.56004 | 1.32215 | 0.70391 | 1.68444 | 0.0008516 | 0.0008516 | 0.0008516 |
| 32 | 31 | 2006.05 | 0.85848 | 0.59069 | 1.04725 | 0.91204 | 0.86446 | 0.93329 | 0.61701 | 1.22052 | 0.70212 | 1.53785 | 0.000812 | 0.000812 | 0.000812 |
| 33 | 32 | 2074.85 | 0.8607 | 0.60328 | 1.06674 | 0.99448 | 0.83333 | 0.96865 | 0.58854 | 1.34406 | 0.70627 | 1.61132 | 0.0007724 | 0.0007724 | 0.0007724 |
| 34 | 33 | 2146.12 | 0.81712 | 0.57815 | 1.03472 | 0.94911 | 0.91667 | 0.94354 | 0.57918 | 1.23064 | 0.65719 | 1.46887 | 0.0007328 | 0.0007328 | 0.0007328 |
| 35 | 34 | 2215.61 | 0.82113 | 0.56747 | 1.03675 | 0.98124 | 0.75 | 0.8458 | 0.43565 | 1.65251 | 0.69818 | 1.86693 | 0.0006932 | 0.0006932 | 0.0006932 |
| 36 | 35 | 2283.46 | 0.80104 | 0.57305 | 1.02593 | 0.9542 | 0.86835 | 0.90976 | 0.48068 | 1.43441 | 0.64857 | 1.70736 | 0.0006536 | 0.0006536 | 0.0006536 |
| 37 | 36 | 2362.48 | 0.83103 | 0.57551 | 1.03499 | 0.87273 | 0.85758 | 0.9038 | 0.44998 | 1.5691 | 0.69063 | 1.97723 | 0.000614 | 0.000614 | 0.000614 |
| 38 | 37 | 2432.12 | 0.80527 | 0.56112 | 1.02551 | 0.80806 | 0.87714 | 0.90845 | 0.47423 | 1.51444 | 0.64712 | 1.89872 | 0.0005744 | 0.0005744 | 0.0005744 |
| 39 | 38 | 2508.79 | 0.7726 | 0.55171 | 1.01768 | 0.89864 | 0.79167 | 0.89273 | 0.51093 | 1.3883 | 0.59906 | 1.7624 | 0.0005348 | 0.0005348 | 0.0005348 |
| 40 | 39 | 2577.65 | 0.7675 | 0.53945 | 1.00972 | 0.83538 | 0.83333 | 0.91731 | 0.51633 | 1.4967 | 0.65808 | 1.87353 | 0.0004952 | 0.0004952 | 0.0004952 |
| 41 | 40 | 2648.26 | 0.76832 | 0.54621 | 1.01197 | 0.9061 | 0.83333 | 0.92334 | 0.49587 | 1.6318 | 0.72062 | 1.97779 | 0.0004556 | 0.0004556 | 0.0004556 |
| 42 | 41 | 2723.96 | 0.69593 | 0.54869 | 0.98187 | 0.95342 | 0.875 | 0.91278 | 0.46972 | 1.66482 | 0.70379 | 2.11677 | 0.000416 | 0.000416 | 0.000416 |
| 43 | 42 | 2803 | 0.71207 | 0.53965 | 0.99659 | 0.95001 | 0.83333 | 0.85669 | 0.46264 | 1.56204 | 0.65859 | 2.0364 | 0.0003764 | 0.0003764 | 0.0003764 |
| 44 | 43 | 2877.49 | 0.69033 | 0.51838 | 0.98369 | 0.95411 | 0.86665 | 0.92135 | 0.49602 | 1.5114 | 0.65125 | 1.90967 | 0.0003368 | 0.0003368 | 0.0003368 |
| 45 | 44 | 2955.03 | 0.67106 | 0.49273 | 0.97654 | 0.92953 | 0.75 | 0.888 | 0.47663 | 1.56378 | 0.62817 | 1.96979 | 0.0002972 | 0.0002972 | 0.0002972 |
| 46 | 45 | 3030.88 | 0.66399 | 0.48501 | 0.96783 | 0.86873 | 0.875 | 0.94374 | 0.5493 | 1.37376 | 0.62126 | 1.76597 | 0.0002576 | 0.0002576 | 0.0002576 |
| 47 | 46 | 3201.5 | 0.66717 | 0.48721 | 0.9668 | 0.87544 | 0.91667 | 0.9293 | 0.53737 | 1.33496 | 0.61767 | 1.70695 | 0.000218 | 0.000218 | 0.000218 |
| 48 | 47 | 3262.79 | 0.63017 | 0.47082 | 0.96586 | 0.94224 | 0.875 | 0.95991 | 0.50304 | 1.41911 | 0.62492 | 1.79879 | 0.0001784 | 0.0001784 | 0.0001784 |
| 49 | 48 | 3324.62 | 0.63678 | 0.47311 | 0.95304 | 0.98764 | 0.79167 | 0.90331 | 0.49543 | 1.4591 | 0.63498 | 1.87332 | 0.0001388 | 0.0001388 | 0.0001388 |
| 50 | 49 | 3387.48 | 0.63551 | 0.46808 | 0.931 | 0.88336 | 0.94704 | 0.93836 | 0.53024 | 1.40884 | 0.61606 | 1.80694 | 9.92e-05 | 9.92e-05 | 9.92e-05 |
| 51 | 50 | 3457.88 | 0.60539 | 0.45653 | 0.94608 | 0.91257 | 0.87003 | 0.90122 | 0.50731 | 1.39162 | 0.61616 | 1.78099 | 5.96e-05 | 5.96e-05 | 5.96e-05 |