- 更新 README.md 中的 ONNX构建指南,增加新版本的安装步骤 - 在 runs/detect/final_model 和 runs/detect/train 目录下添加训练配置文件 args.yaml - 配置文件包含模型训练的各种参数设置,为后续训练提供详细配置
7.1 KiB
7.1 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 | 7.55122 | 2.69339 | 8.06481 | 4.22754 | 0 | 0 | 0 | 0 | 2.94147 | 8.86617 | 4.15782 | 0.09802 | 2e-05 | 2e-05 |
3 | 2 | 8.48855 | 2.64967 | 8.02814 | 4.20546 | 0 | 0 | 0 | 0 | 2.94026 | 8.86873 | 4.15691 | 0.0950494 | 4.94e-05 | 4.94e-05 |
4 | 3 | 9.54238 | 2.71327 | 7.99829 | 4.23539 | 0 | 0 | 0 | 0 | 2.94026 | 8.86818 | 4.15597 | 0.0920781 | 7.808e-05 | 7.808e-05 |
5 | 4 | 10.6336 | 2.71039 | 7.94215 | 4.21987 | 0 | 0 | 0 | 0 | 2.93841 | 8.86528 | 4.15493 | 0.089106 | 0.00010604 | 0.00010604 |
6 | 5 | 11.7564 | 2.63364 | 7.92639 | 4.2101 | 0 | 0 | 0 | 0 | 2.93797 | 8.86401 | 4.15311 | 0.0861333 | 0.00013328 | 0.00013328 |
7 | 6 | 12.9207 | 2.69219 | 7.99709 | 4.2182 | 0 | 0 | 0 | 0 | 2.93718 | 8.8517 | 4.15063 | 0.0831598 | 0.0001598 | 0.0001598 |
8 | 7 | 14.1087 | 2.73938 | 7.98481 | 4.21995 | 0 | 0 | 0 | 0 | 2.93715 | 8.83503 | 4.14819 | 0.0801856 | 0.0001856 | 0.0001856 |
9 | 8 | 15.3079 | 2.73463 | 7.95187 | 4.23377 | 0 | 0 | 0 | 0 | 2.93445 | 8.8185 | 4.14524 | 0.0772107 | 0.00021068 | 0.00021068 |
10 | 9 | 16.4613 | 2.74525 | 7.91038 | 4.20747 | 0 | 0 | 0 | 0 | 2.93537 | 8.79937 | 4.14224 | 0.074235 | 0.00023504 | 0.00023504 |
11 | 10 | 17.6532 | 2.70011 | 8.06657 | 4.19263 | 0 | 0 | 0 | 0 | 2.93256 | 8.77613 | 4.13816 | 0.0712587 | 0.00025868 | 0.00025868 |
12 | 11 | 18.8288 | 2.65596 | 7.92302 | 4.21336 | 0 | 0 | 0 | 0 | 2.93067 | 8.75386 | 4.13409 | 0.0682816 | 0.0002816 | 0.0002816 |
13 | 12 | 20.0332 | 2.77938 | 7.87628 | 4.19199 | 0 | 0 | 0 | 0 | 2.93296 | 8.72135 | 4.12945 | 0.0653038 | 0.0003038 | 0.0003038 |
14 | 13 | 21.2181 | 2.69587 | 7.93793 | 4.19403 | 0 | 0 | 0 | 0 | 2.92918 | 8.69479 | 4.12613 | 0.0623253 | 0.00032528 | 0.00032528 |
15 | 14 | 22.4004 | 2.74615 | 7.90845 | 4.18414 | 0 | 0 | 0 | 0 | 2.92953 | 8.66623 | 4.12112 | 0.059346 | 0.00034604 | 0.00034604 |
16 | 15 | 23.6095 | 2.82587 | 7.88186 | 4.19487 | 0 | 0 | 0 | 0 | 2.92494 | 8.63718 | 4.11656 | 0.0563661 | 0.00036608 | 0.00036608 |
17 | 16 | 24.7851 | 2.65424 | 7.83662 | 4.17774 | 0 | 0 | 0 | 0 | 2.92758 | 8.60299 | 4.11138 | 0.0533854 | 0.0003854 | 0.0003854 |
18 | 17 | 25.9666 | 2.71799 | 7.78273 | 4.18553 | 0 | 0 | 0 | 0 | 2.92375 | 8.57671 | 4.10822 | 0.050404 | 0.000404 | 0.000404 |
19 | 18 | 27.1006 | 2.7529 | 7.83625 | 4.17989 | 0 | 0 | 0 | 0 | 2.92334 | 8.54609 | 4.10389 | 0.0474219 | 0.00042188 | 0.00042188 |
20 | 19 | 28.2072 | 2.75874 | 7.80092 | 4.17277 | 0 | 0 | 0 | 0 | 2.92264 | 8.53114 | 4.10204 | 0.044439 | 0.00043904 | 0.00043904 |
21 | 20 | 29.4601 | 2.7024 | 7.85982 | 4.17969 | 0 | 0 | 0 | 0 | 2.92203 | 8.51306 | 4.09816 | 0.0414555 | 0.00045548 | 0.00045548 |
22 | 21 | 30.5953 | 2.69296 | 7.78594 | 4.15807 | 0 | 0 | 0 | 0 | 2.92162 | 8.50009 | 4.09639 | 0.0384712 | 0.0004712 | 0.0004712 |
23 | 22 | 31.8012 | 2.72 | 7.84439 | 4.17412 | 0 | 0 | 0 | 0 | 2.91934 | 8.47949 | 4.09293 | 0.0354862 | 0.0004862 | 0.0004862 |
24 | 23 | 32.9883 | 2.71402 | 7.7658 | 4.16185 | 0 | 0 | 0 | 0 | 2.92061 | 8.46418 | 4.091 | 0.0325005 | 0.00050048 | 0.00050048 |
25 | 24 | 34.1479 | 2.68368 | 7.68539 | 4.172 | 0 | 0 | 0 | 0 | 2.91966 | 8.44417 | 4.08825 | 0.029514 | 0.00051404 | 0.00051404 |
26 | 25 | 35.2812 | 2.7165 | 7.66381 | 4.15478 | 0 | 0 | 0 | 0 | 2.91885 | 8.43489 | 4.08614 | 0.0265269 | 0.00052688 | 0.00052688 |
27 | 26 | 36.4382 | 2.70439 | 7.6417 | 4.16759 | 0 | 0 | 0 | 0 | 2.91819 | 8.4189 | 4.0832 | 0.023539 | 0.000539 | 0.000539 |
28 | 27 | 37.5667 | 2.66922 | 7.74013 | 4.15478 | 0 | 0 | 0 | 0 | 2.91814 | 8.40906 | 4.08243 | 0.0205504 | 0.0005504 | 0.0005504 |
29 | 28 | 38.7074 | 2.63399 | 7.67117 | 4.14505 | 0 | 0 | 0 | 0 | 2.91736 | 8.39267 | 4.07995 | 0.0175611 | 0.00056108 | 0.00056108 |
30 | 29 | 39.8401 | 2.77733 | 7.72807 | 4.14167 | 0 | 0 | 0 | 0 | 2.91667 | 8.38539 | 4.07956 | 0.014571 | 0.00057104 | 0.00057104 |
31 | 30 | 40.9773 | 2.67469 | 7.76469 | 4.16776 | 0 | 0 | 0 | 0 | 2.91512 | 8.37242 | 4.07726 | 0.0115803 | 0.00058028 | 0.00058028 |
32 | 31 | 42.1467 | 2.74396 | 7.74613 | 4.15575 | 0 | 0 | 0 | 0 | 2.91503 | 8.37105 | 4.07664 | 0.0085888 | 0.0005888 | 0.0005888 |
33 | 32 | 43.2801 | 2.77396 | 7.78998 | 4.13672 | 0 | 0 | 0 | 0 | 2.91502 | 8.36066 | 4.07584 | 0.0055966 | 0.0005966 | 0.0005966 |
34 | 33 | 44.3786 | 2.69395 | 7.67412 | 4.1489 | 0 | 0 | 0 | 0 | 2.91499 | 8.36052 | 4.0754 | 0.00260368 | 0.00060368 | 0.00060368 |
35 | 34 | 45.5419 | 2.70911 | 7.6876 | 4.14887 | 0 | 0 | 0 | 0 | 2.91502 | 8.36067 | 4.0753 | 0.000604 | 0.000604 | 0.000604 |
36 | 35 | 46.6942 | 2.71452 | 7.62235 | 4.15536 | 0 | 0 | 0 | 0 | 2.91494 | 8.3598 | 4.07486 | 0.000592 | 0.000592 | 0.000592 |
37 | 36 | 47.9173 | 2.69575 | 7.70684 | 4.14438 | 0 | 0 | 0 | 0 | 2.91495 | 8.35382 | 4.07473 | 0.00058 | 0.00058 | 0.00058 |
38 | 37 | 49.0752 | 2.71573 | 7.70176 | 4.14933 | 0 | 0 | 0 | 0 | 2.91503 | 8.35223 | 4.07453 | 0.000568 | 0.000568 | 0.000568 |
39 | 38 | 50.2454 | 2.78422 | 7.73519 | 4.15144 | 0 | 0 | 0 | 0 | 2.91501 | 8.35127 | 4.07422 | 0.000556 | 0.000556 | 0.000556 |
40 | 39 | 51.3594 | 2.73264 | 7.70218 | 4.16282 | 0 | 0 | 0 | 0 | 2.91422 | 8.3522 | 4.07381 | 0.000544 | 0.000544 | 0.000544 |
41 | 40 | 52.5318 | 2.75951 | 7.71334 | 4.13955 | 0 | 0 | 0 | 0 | 2.91691 | 8.35257 | 4.07363 | 0.000532 | 0.000532 | 0.000532 |
42 | 41 | 53.7008 | 2.71235 | 7.63996 | 4.17929 | 0 | 0 | 0 | 0 | 2.91742 | 8.34977 | 4.07358 | 0.00052 | 0.00052 | 0.00052 |
43 | 42 | 54.9342 | 2.75443 | 7.63646 | 4.15808 | 0 | 0 | 0 | 0 | 2.91707 | 8.35035 | 4.07334 | 0.000508 | 0.000508 | 0.000508 |
44 | 43 | 56.0614 | 2.69673 | 7.68722 | 4.13766 | 0 | 0 | 0 | 0 | 2.91698 | 8.34896 | 4.07333 | 0.000496 | 0.000496 | 0.000496 |
45 | 44 | 57.2277 | 2.73984 | 7.60799 | 4.13515 | 0 | 0 | 0 | 0 | 2.91676 | 8.3503 | 4.07298 | 0.000484 | 0.000484 | 0.000484 |
46 | 45 | 58.4038 | 2.65746 | 7.58877 | 4.14781 | 0 | 0 | 0 | 0 | 2.91735 | 8.347 | 4.07283 | 0.000472 | 0.000472 | 0.000472 |
47 | 46 | 59.583 | 2.73737 | 7.73387 | 4.13713 | 0 | 0 | 0 | 0 | 2.91702 | 8.34229 | 4.07284 | 0.00046 | 0.00046 | 0.00046 |
48 | 47 | 60.7647 | 2.72011 | 7.72087 | 4.14205 | 0 | 0 | 0 | 0 | 2.91751 | 8.34761 | 4.07253 | 0.000448 | 0.000448 | 0.000448 |
49 | 48 | 61.9594 | 2.78307 | 7.66804 | 4.12876 | 0 | 0 | 0 | 0 | 2.91737 | 8.34113 | 4.07228 | 0.000436 | 0.000436 | 0.000436 |
50 | 49 | 63.1195 | 2.72045 | 7.6732 | 4.13943 | 0 | 0 | 0 | 0 | 2.91701 | 8.34205 | 4.0724 | 0.000424 | 0.000424 | 0.000424 |
51 | 50 | 64.3002 | 2.72534 | 7.60422 | 4.14709 | 0 | 0 | 0 | 0 | 2.91691 | 8.3425 | 4.07182 | 0.000412 | 0.000412 | 0.000412 |
52 | 51 | 65.5209 | 2.75684 | 7.62708 | 4.13877 | 0 | 0 | 0 | 0 | 2.91671 | 8.34599 | 4.07176 | 0.0004 | 0.0004 | 0.0004 |
53 | 52 | 66.6716 | 2.64363 | 7.6399 | 4.13884 | 0 | 0 | 0 | 0 | 2.91936 | 8.3423 | 4.07095 | 0.000388 | 0.000388 | 0.000388 |
54 | 53 | 67.8464 | 2.71249 | 7.77345 | 4.13723 | 0 | 0 | 0 | 0 | 2.91888 | 8.34092 | 4.07098 | 0.000376 | 0.000376 | 0.000376 |
55 | 54 | 68.9779 | 2.66023 | 7.61083 | 4.14254 | 0 | 0 | 0 | 0 | 2.91908 | 8.34289 | 4.07045 | 0.000364 | 0.000364 | 0.000364 |
56 | 55 | 70.1103 | 2.60766 | 7.63171 | 4.13997 | 0 | 0 | 0 | 0 | 2.92036 | 8.33864 | 4.07013 | 0.000352 | 0.000352 | 0.000352 |
57 | 56 | 71.2609 | 2.76745 | 7.68093 | 4.13357 | 0 | 0 | 0 | 0 | 2.91982 | 8.33512 | 4.06964 | 0.00034 | 0.00034 | 0.00034 |
58 | 57 | 72.3662 | 2.68253 | 7.70135 | 4.14639 | 0 | 0 | 0 | 0 | 2.92037 | 8.33604 | 4.06925 | 0.000328 | 0.000328 | 0.000328 |
59 | 58 | 73.5306 | 2.72667 | 7.71685 | 4.14459 | 0 | 0 | 0 | 0 | 2.92096 | 8.33865 | 4.06887 | 0.000316 | 0.000316 | 0.000316 |
60 | 59 | 74.6763 | 2.65677 | 7.57322 | 4.14704 | 0 | 0 | 0 | 0 | 2.92148 | 8.33471 | 4.06841 | 0.000304 | 0.000304 | 0.000304 |
61 | 60 | 75.8303 | 2.76653 | 7.66764 | 4.12403 | 0 | 0 | 0 | 0 | 2.92159 | 8.33785 | 4.06823 | 0.000292 | 0.000292 | 0.000292 |
62 | 61 | 76.9322 | 2.72307 | 7.65533 | 4.13405 | 0 | 0 | 0 | 0 | 2.92101 | 8.3323 | 4.06816 | 0.00028 | 0.00028 | 0.00028 |
63 | 62 | 78.0721 | 2.83767 | 7.68323 | 4.12408 | 0 | 0 | 0 | 0 | 2.92206 | 8.33616 | 4.06814 | 0.000268 | 0.000268 | 0.000268 |
64 | 63 | 79.2158 | 2.75845 | 7.68966 | 4.13308 | 0 | 0 | 0 | 0 | 2.92211 | 8.33553 | 4.06806 | 0.000256 | 0.000256 | 0.000256 |
65 | 64 | 80.3855 | 2.74849 | 7.60397 | 4.15054 | 0 | 0 | 0 | 0 | 2.92224 | 8.33236 | 4.06778 | 0.000244 | 0.000244 | 0.000244 |
66 | 65 | 81.4776 | 2.6945 | 7.62187 | 4.13063 | 0 | 0 | 0 | 0 | 2.92132 | 8.32926 | 4.06777 | 0.000232 | 0.000232 | 0.000232 |
67 | 66 | 90.8738 | 2.49841 | 7.81433 | 4.15706 | 0 | 0 | 0 | 0 | 2.92175 | 8.33364 | 4.06777 | 0.00022 | 0.00022 | 0.00022 |
68 | 67 | 92.0114 | 2.5974 | 7.90671 | 4.12975 | 0 | 0 | 0 | 0 | 2.92271 | 8.3312 | 4.06789 | 0.000208 | 0.000208 | 0.000208 |
69 | 68 | 93.1314 | 2.58151 | 7.96183 | 4.14605 | 0 | 0 | 0 | 0 | 2.92129 | 8.33376 | 4.0679 | 0.000196 | 0.000196 | 0.000196 |
70 | 69 | 94.2293 | 2.6817 | 8.01294 | 4.12983 | 0 | 0 | 0 | 0 | 2.92199 | 8.3272 | 4.06778 | 0.000184 | 0.000184 | 0.000184 |
71 | 70 | 95.3366 | 2.53069 | 7.92312 | 4.16642 | 0 | 0 | 0 | 0 | 2.92233 | 8.32691 | 4.06816 | 0.000172 | 0.000172 | 0.000172 |
72 | 71 | 96.4338 | 2.61821 | 7.91337 | 4.13251 | 0 | 0 | 0 | 0 | 2.92208 | 8.33 | 4.0681 | 0.00016 | 0.00016 | 0.00016 |
73 | 72 | 97.5866 | 2.66176 | 7.8854 | 4.13534 | 0 | 0 | 0 | 0 | 2.92188 | 8.3267 | 4.06808 | 0.000148 | 0.000148 | 0.000148 |
74 | 73 | 98.7238 | 2.59458 | 7.88161 | 4.14451 | 0 | 0 | 0 | 0 | 2.92223 | 8.32406 | 4.06753 | 0.000136 | 0.000136 | 0.000136 |
75 | 74 | 99.8717 | 2.57965 | 7.90769 | 4.13384 | 0 | 0 | 0 | 0 | 2.91942 | 8.32279 | 4.06674 | 0.000124 | 0.000124 | 0.000124 |
76 | 75 | 100.977 | 2.59161 | 7.91142 | 4.14999 | 0 | 0 | 0 | 0 | 2.91981 | 8.32554 | 4.06647 | 0.000112 | 0.000112 | 0.000112 |