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23 KiB
23 KiB
1 | epoch | train/box_loss | train/obj_loss | train/cls_loss | metrics/precision | metrics/recall | metrics/mAP_0.5 | metrics/mAP_0.5:0.95 | val/box_loss | val/obj_loss | val/cls_loss | x/lr0 | x/lr1 | x/lr2 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | 0 | 0.068575 | 0.039993 | 0 | 0.70102 | 0.58071 | 0.60196 | 0.2519 | 0.048167 | 0.021189 | 0 | 0.070096 | 0.0033226 | 0.0033226 |
3 | 1 | 0.048822 | 0.031577 | 0 | 0.83348 | 0.67616 | 0.75758 | 0.3812 | 0.038854 | 0.019978 | 0 | 0.040014 | 0.0065736 | 0.0065736 |
4 | 2 | 0.041754 | 0.02902 | 0 | 0.77593 | 0.62288 | 0.69313 | 0.32412 | 0.041876 | 0.02355 | 0 | 0.0098492 | 0.009742 | 0.009742 |
5 | 3 | 0.037026 | 0.02777 | 0 | 0.83418 | 0.71955 | 0.80302 | 0.42477 | 0.035953 | 0.01995 | 0 | 0.0096288 | 0.0096288 | 0.0096288 |
6 | 4 | 0.034654 | 0.02614 | 0 | 0.85591 | 0.7205 | 0.81403 | 0.45105 | 0.034349 | 0.019149 | 0 | 0.0096288 | 0.0096288 | 0.0096288 |
7 | 5 | 0.033087 | 0.02533 | 0 | 0.84811 | 0.7377 | 0.81351 | 0.45187 | 0.03501 | 0.019692 | 0 | 0.009505 | 0.009505 | 0.009505 |
8 | 6 | 0.031878 | 0.024502 | 0 | 0.84654 | 0.76661 | 0.83513 | 0.46097 | 0.035043 | 0.018774 | 0 | 0.0093813 | 0.0093813 | 0.0093813 |
9 | 7 | 0.03092 | 0.023962 | 0 | 0.85534 | 0.75749 | 0.83288 | 0.46915 | 0.034133 | 0.019144 | 0 | 0.0092575 | 0.0092575 | 0.0092575 |
10 | 8 | 0.03049 | 0.02335 | 0 | 0.85638 | 0.77501 | 0.84568 | 0.48421 | 0.033064 | 0.01893 | 0 | 0.0091337 | 0.0091337 | 0.0091337 |
11 | 9 | 0.029464 | 0.022836 | 0 | 0.87385 | 0.75689 | 0.83902 | 0.47473 | 0.033736 | 0.019446 | 0 | 0.00901 | 0.00901 | 0.00901 |
12 | 10 | 0.028927 | 0.022414 | 0 | 0.87058 | 0.76291 | 0.83836 | 0.46732 | 0.03437 | 0.019651 | 0 | 0.0088863 | 0.0088863 | 0.0088863 |
13 | 11 | 0.028566 | 0.022261 | 0 | 0.86504 | 0.77011 | 0.84318 | 0.47604 | 0.033465 | 0.019213 | 0 | 0.0087625 | 0.0087625 | 0.0087625 |
14 | 12 | 0.027956 | 0.021923 | 0 | 0.85476 | 0.77168 | 0.84491 | 0.48466 | 0.032688 | 0.01882 | 0 | 0.0086388 | 0.0086388 | 0.0086388 |
15 | 13 | 0.02772 | 0.02173 | 0 | 0.86119 | 0.79026 | 0.85609 | 0.4882 | 0.033376 | 0.019337 | 0 | 0.008515 | 0.008515 | 0.008515 |
16 | 14 | 0.027131 | 0.021128 | 0 | 0.87567 | 0.78199 | 0.85549 | 0.49365 | 0.03306 | 0.01928 | 0 | 0.0083913 | 0.0083913 | 0.0083913 |
17 | 15 | 0.026691 | 0.021199 | 0 | 0.87045 | 0.78705 | 0.85453 | 0.48935 | 0.032743 | 0.019439 | 0 | 0.0082675 | 0.0082675 | 0.0082675 |
18 | 16 | 0.026246 | 0.020844 | 0 | 0.86617 | 0.79394 | 0.85683 | 0.50459 | 0.032289 | 0.019477 | 0 | 0.0081437 | 0.0081437 | 0.0081437 |
19 | 17 | 0.026001 | 0.020515 | 0 | 0.87474 | 0.79456 | 0.8614 | 0.50697 | 0.032548 | 0.019612 | 0 | 0.00802 | 0.00802 | 0.00802 |
20 | 18 | 0.025843 | 0.020263 | 0 | 0.87164 | 0.78985 | 0.85977 | 0.49572 | 0.03286 | 0.019747 | 0 | 0.0078963 | 0.0078963 | 0.0078963 |
21 | 19 | 0.025307 | 0.019814 | 0 | 0.88386 | 0.78371 | 0.8613 | 0.50808 | 0.032641 | 0.020164 | 0 | 0.0077725 | 0.0077725 | 0.0077725 |
22 | 20 | 0.02506 | 0.019861 | 0 | 0.87474 | 0.79407 | 0.86474 | 0.51026 | 0.032239 | 0.019819 | 0 | 0.0076488 | 0.0076488 | 0.0076488 |
23 | 21 | 0.024831 | 0.019605 | 0 | 0.88838 | 0.79337 | 0.86771 | 0.52199 | 0.032118 | 0.020042 | 0 | 0.007525 | 0.007525 | 0.007525 |
24 | 22 | 0.02415 | 0.019298 | 0 | 0.87602 | 0.79356 | 0.8673 | 0.51608 | 0.031688 | 0.020088 | 0 | 0.0074013 | 0.0074013 | 0.0074013 |
25 | 23 | 0.024106 | 0.019282 | 0 | 0.8797 | 0.7958 | 0.864 | 0.51646 | 0.032165 | 0.02007 | 0 | 0.0072775 | 0.0072775 | 0.0072775 |
26 | 24 | 0.023864 | 0.019081 | 0 | 0.88117 | 0.79456 | 0.86429 | 0.51661 | 0.031982 | 0.02004 | 0 | 0.0071538 | 0.0071538 | 0.0071538 |
27 | 25 | 0.023603 | 0.018897 | 0 | 0.88311 | 0.80146 | 0.8721 | 0.52056 | 0.031827 | 0.019855 | 0 | 0.00703 | 0.00703 | 0.00703 |
28 | 26 | 0.023432 | 0.018633 | 0 | 0.88739 | 0.80151 | 0.87221 | 0.52409 | 0.031854 | 0.02001 | 0 | 0.0069063 | 0.0069063 | 0.0069063 |
29 | 27 | 0.023217 | 0.018547 | 0 | 0.87712 | 0.80711 | 0.87094 | 0.51917 | 0.03161 | 0.020015 | 0 | 0.0067825 | 0.0067825 | 0.0067825 |
30 | 28 | 0.022933 | 0.018421 | 0 | 0.8834 | 0.80401 | 0.87038 | 0.52186 | 0.031668 | 0.020249 | 0 | 0.0066587 | 0.0066587 | 0.0066587 |
31 | 29 | 0.022767 | 0.018128 | 0 | 0.88202 | 0.80417 | 0.87323 | 0.52412 | 0.031704 | 0.020196 | 0 | 0.006535 | 0.006535 | 0.006535 |
32 | 30 | 0.022603 | 0.018222 | 0 | 0.8803 | 0.81024 | 0.87504 | 0.5244 | 0.031576 | 0.020058 | 0 | 0.0064112 | 0.0064112 | 0.0064112 |
33 | 31 | 0.022335 | 0.01796 | 0 | 0.88668 | 0.80744 | 0.87393 | 0.52537 | 0.03154 | 0.020176 | 0 | 0.0062875 | 0.0062875 | 0.0062875 |
34 | 32 | 0.022157 | 0.017577 | 0 | 0.87766 | 0.81433 | 0.87665 | 0.52844 | 0.031462 | 0.020093 | 0 | 0.0061637 | 0.0061637 | 0.0061637 |
35 | 33 | 0.022158 | 0.017984 | 0 | 0.88273 | 0.81092 | 0.87597 | 0.5282 | 0.031602 | 0.020117 | 0 | 0.00604 | 0.00604 | 0.00604 |
36 | 34 | 0.021801 | 0.017571 | 0 | 0.88569 | 0.81222 | 0.87736 | 0.5294 | 0.031389 | 0.020136 | 0 | 0.0059163 | 0.0059163 | 0.0059163 |
37 | 35 | 0.021742 | 0.017489 | 0 | 0.88152 | 0.81317 | 0.87553 | 0.52937 | 0.031372 | 0.020244 | 0 | 0.0057925 | 0.0057925 | 0.0057925 |
38 | 36 | 0.02136 | 0.017304 | 0 | 0.88046 | 0.81354 | 0.87724 | 0.53145 | 0.031391 | 0.020415 | 0 | 0.0056688 | 0.0056688 | 0.0056688 |
39 | 37 | 0.02128 | 0.017268 | 0 | 0.88673 | 0.80465 | 0.87544 | 0.53091 | 0.031355 | 0.020477 | 0 | 0.005545 | 0.005545 | 0.005545 |
40 | 38 | 0.021174 | 0.017063 | 0 | 0.88437 | 0.81057 | 0.87682 | 0.5323 | 0.031347 | 0.020434 | 0 | 0.0054212 | 0.0054212 | 0.0054212 |
41 | 39 | 0.020998 | 0.017043 | 0 | 0.88227 | 0.81226 | 0.87718 | 0.53318 | 0.03129 | 0.020569 | 0 | 0.0052975 | 0.0052975 | 0.0052975 |
42 | 40 | 0.020624 | 0.016898 | 0 | 0.88607 | 0.8081 | 0.87692 | 0.53286 | 0.031339 | 0.020679 | 0 | 0.0051737 | 0.0051737 | 0.0051737 |
43 | 41 | 0.020378 | 0.016884 | 0 | 0.88768 | 0.80611 | 0.87717 | 0.53119 | 0.031375 | 0.020792 | 0 | 0.00505 | 0.00505 | 0.00505 |
44 | 42 | 0.020381 | 0.016592 | 0 | 0.89306 | 0.80343 | 0.8783 | 0.53234 | 0.031363 | 0.02084 | 0 | 0.0049263 | 0.0049263 | 0.0049263 |
45 | 43 | 0.020335 | 0.016549 | 0 | 0.88844 | 0.80837 | 0.87809 | 0.53205 | 0.031374 | 0.020924 | 0 | 0.0048025 | 0.0048025 | 0.0048025 |
46 | 44 | 0.020108 | 0.016316 | 0 | 0.8913 | 0.80487 | 0.8776 | 0.53242 | 0.031375 | 0.020934 | 0 | 0.0046788 | 0.0046788 | 0.0046788 |
47 | 45 | 0.02003 | 0.016276 | 0 | 0.89132 | 0.80413 | 0.878 | 0.53282 | 0.031365 | 0.020963 | 0 | 0.004555 | 0.004555 | 0.004555 |
48 | 46 | 0.019874 | 0.016299 | 0 | 0.88557 | 0.81015 | 0.8783 | 0.53268 | 0.03137 | 0.020986 | 0 | 0.0044313 | 0.0044313 | 0.0044313 |
49 | 47 | 0.01969 | 0.016077 | 0 | 0.88787 | 0.8097 | 0.87899 | 0.53284 | 0.03139 | 0.021027 | 0 | 0.0043075 | 0.0043075 | 0.0043075 |
50 | 48 | 0.019512 | 0.01584 | 0 | 0.89094 | 0.80554 | 0.87841 | 0.53325 | 0.031389 | 0.021069 | 0 | 0.0041837 | 0.0041837 | 0.0041837 |
51 | 49 | 0.019293 | 0.015728 | 0 | 0.88709 | 0.80849 | 0.87744 | 0.53346 | 0.031429 | 0.021154 | 0 | 0.00406 | 0.00406 | 0.00406 |
52 | 50 | 0.019171 | 0.015679 | 0 | 0.88995 | 0.80719 | 0.87729 | 0.53325 | 0.031456 | 0.021215 | 0 | 0.0039362 | 0.0039362 | 0.0039362 |
53 | 51 | 0.019024 | 0.015475 | 0 | 0.89143 | 0.80661 | 0.87714 | 0.53327 | 0.031476 | 0.021269 | 0 | 0.0038125 | 0.0038125 | 0.0038125 |
54 | 52 | 0.018813 | 0.015559 | 0 | 0.88925 | 0.80781 | 0.87713 | 0.53341 | 0.031494 | 0.02133 | 0 | 0.0036888 | 0.0036888 | 0.0036888 |
55 | 53 | 0.018791 | 0.01535 | 0 | 0.88636 | 0.80941 | 0.87642 | 0.53308 | 0.031497 | 0.021387 | 0 | 0.003565 | 0.003565 | 0.003565 |
56 | 54 | 0.018395 | 0.015212 | 0 | 0.88604 | 0.80875 | 0.8765 | 0.53323 | 0.031505 | 0.021436 | 0 | 0.0034413 | 0.0034413 | 0.0034413 |
57 | 55 | 0.01827 | 0.015173 | 0 | 0.88587 | 0.80929 | 0.8763 | 0.53306 | 0.031523 | 0.021478 | 0 | 0.0033175 | 0.0033175 | 0.0033175 |
58 | 56 | 0.018246 | 0.01505 | 0 | 0.88589 | 0.81012 | 0.8765 | 0.53302 | 0.031537 | 0.021523 | 0 | 0.0031938 | 0.0031938 | 0.0031938 |
59 | 57 | 0.018001 | 0.014984 | 0 | 0.88608 | 0.80871 | 0.87654 | 0.5334 | 0.031544 | 0.021566 | 0 | 0.00307 | 0.00307 | 0.00307 |
60 | 58 | 0.018037 | 0.014958 | 0 | 0.88544 | 0.81036 | 0.87661 | 0.53368 | 0.031552 | 0.021599 | 0 | 0.0029462 | 0.0029462 | 0.0029462 |
61 | 59 | 0.017653 | 0.014732 | 0 | 0.88683 | 0.80966 | 0.87681 | 0.53396 | 0.031549 | 0.021615 | 0 | 0.0028225 | 0.0028225 | 0.0028225 |
62 | 60 | 0.017459 | 0.014548 | 0 | 0.88572 | 0.81099 | 0.87699 | 0.53399 | 0.031545 | 0.021636 | 0 | 0.0026987 | 0.0026987 | 0.0026987 |
63 | 61 | 0.017415 | 0.014624 | 0 | 0.88578 | 0.81053 | 0.87694 | 0.53403 | 0.031543 | 0.02166 | 0 | 0.002575 | 0.002575 | 0.002575 |
64 | 62 | 0.017236 | 0.014451 | 0 | 0.88657 | 0.80978 | 0.87747 | 0.53419 | 0.031548 | 0.021698 | 0 | 0.0024513 | 0.0024513 | 0.0024513 |
65 | 63 | 0.017191 | 0.014502 | 0 | 0.88732 | 0.80892 | 0.87762 | 0.53438 | 0.031552 | 0.021729 | 0 | 0.0023275 | 0.0023275 | 0.0023275 |
66 | 64 | 0.016974 | 0.014294 | 0 | 0.88805 | 0.80847 | 0.87764 | 0.53452 | 0.031555 | 0.021756 | 0 | 0.0022038 | 0.0022038 | 0.0022038 |
67 | 65 | 0.016788 | 0.013915 | 0 | 0.88913 | 0.80807 | 0.87792 | 0.53485 | 0.031548 | 0.021785 | 0 | 0.00208 | 0.00208 | 0.00208 |
68 | 66 | 0.016679 | 0.01386 | 0 | 0.88905 | 0.80803 | 0.87765 | 0.53479 | 0.031551 | 0.021811 | 0 | 0.0019563 | 0.0019563 | 0.0019563 |
69 | 67 | 0.016605 | 0.013816 | 0 | 0.88992 | 0.80731 | 0.87777 | 0.53476 | 0.031557 | 0.021847 | 0 | 0.0018325 | 0.0018325 | 0.0018325 |
70 | 68 | 0.016214 | 0.013727 | 0 | 0.88843 | 0.80795 | 0.87763 | 0.53457 | 0.031563 | 0.021884 | 0 | 0.0017087 | 0.0017087 | 0.0017087 |
71 | 69 | 0.016106 | 0.013615 | 0 | 0.88919 | 0.80735 | 0.87764 | 0.5346 | 0.031561 | 0.021921 | 0 | 0.001585 | 0.001585 | 0.001585 |
72 | 70 | 0.015987 | 0.013433 | 0 | 0.88973 | 0.80715 | 0.87771 | 0.53469 | 0.031556 | 0.021959 | 0 | 0.0014612 | 0.0014612 | 0.0014612 |
73 | 71 | 0.015746 | 0.013259 | 0 | 0.8901 | 0.80669 | 0.8774 | 0.53483 | 0.031556 | 0.022001 | 0 | 0.0013375 | 0.0013375 | 0.0013375 |
74 | 72 | 0.015789 | 0.013187 | 0 | 0.89103 | 0.80638 | 0.87737 | 0.53488 | 0.031557 | 0.022042 | 0 | 0.0012138 | 0.0012138 | 0.0012138 |
75 | 73 | 0.015496 | 0.01303 | 0 | 0.89132 | 0.80539 | 0.87721 | 0.53508 | 0.031558 | 0.022081 | 0 | 0.00109 | 0.00109 | 0.00109 |
76 | 74 | 0.015368 | 0.013018 | 0 | 0.89201 | 0.80499 | 0.8773 | 0.53511 | 0.03156 | 0.022124 | 0 | 0.00096625 | 0.00096625 | 0.00096625 |
77 | 75 | 0.015092 | 0.012764 | 0 | 0.89222 | 0.80474 | 0.8773 | 0.53525 | 0.031563 | 0.022172 | 0 | 0.0008425 | 0.0008425 | 0.0008425 |
78 | 76 | 0.01509 | 0.012924 | 0 | 0.89226 | 0.80413 | 0.87739 | 0.53531 | 0.031568 | 0.022219 | 0 | 0.00071875 | 0.00071875 | 0.00071875 |
79 | 77 | 0.014831 | 0.012636 | 0 | 0.89273 | 0.80397 | 0.87737 | 0.53538 | 0.03157 | 0.022265 | 0 | 0.000595 | 0.000595 | 0.000595 |
80 | 78 | 0.014895 | 0.012536 | 0 | 0.89438 | 0.80224 | 0.87733 | 0.53539 | 0.031574 | 0.022315 | 0 | 0.00047125 | 0.00047125 | 0.00047125 |
81 | 79 | 0.014628 | 0.012369 | 0 | 0.89464 | 0.80228 | 0.87723 | 0.53528 | 0.031579 | 0.022367 | 0 | 0.0003475 | 0.0003475 | 0.0003475 |