anomaly_v2_results.csv

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
1,70.3153,1.84196,6.20946,2.0015,0.14521,0.34355,0.17454,0.11127,1.69039,5.88544,1.82761,0.000196154,0.000196154,0.000196154
2,139.14,1.65855,4.47517,1.86062,0.66944,0.23803,0.1965,0.09,1.82198,5.02173,1.94308,0.000394193,0.000394193,0.000394193
3,208.119,1.71303,4.18035,1.91518,0.41346,0.37513,0.24523,0.10297,1.73619,4.19165,1.98818,0.000590252,0.000590252,0.000590252
4,274.102,1.70019,4.179,1.90931,0.3117,0.29766,0.17529,0.07281,1.90853,4.73899,2.21728,0.000784331,0.000784331,0.000784331
5,342.592,1.74836,4.18261,1.96982,0.37628,0.38432,0.22239,0.10776,1.88715,4.36396,2.13369,0.00097643,0.00097643,0.00097643
6,411.041,1.71833,4.15713,1.93427,0.41698,0.38207,0.23144,0.09688,2.0244,4.47617,2.16104,0.00097525,0.00097525,0.00097525
7,479.787,1.67197,3.96668,1.89657,0.5042,0.25971,0.20151,0.10471,1.76136,4.21683,1.98319,0.0009703,0.0009703,0.0009703
8,547.674,1.69242,3.97454,1.92276,0.17236,0.38961,0.16661,0.08326,1.88793,5.76619,2.07763,0.00096535,0.00096535,0.00096535
9,617.927,1.71301,4.0798,1.96243,0.47495,0.31986,0.24687,0.12277,1.73269,4.02436,2.06408,0.0009604,0.0009604,0.0009604
10,687.775,1.69841,3.95858,1.93937,0.45248,0.25098,0.21184,0.09567,1.93375,4.31359,2.19213,0.00095545,0.00095545,0.00095545
11,756.903,1.6653,3.8744,1.91807,0.51767,0.36737,0.26167,0.1473,1.86061,3.95015,2.09308,0.0009505,0.0009505,0.0009505
12,825.367,1.60522,3.84832,1.87616,0.42605,0.34121,0.26211,0.14035,1.64067,3.88434,1.93013,0.00094555,0.00094555,0.00094555
13,894.421,1.67059,3.91613,1.96652,0.47794,0.45124,0.33353,0.1579,1.75803,3.8475,2.05215,0.0009406,0.0009406,0.0009406
14,964.296,1.60882,3.88013,1.89833,0.49858,0.30636,0.30675,0.14852,1.76419,3.79074,1.96,0.00093565,0.00093565,0.00093565
15,1033.31,1.60494,3.8126,1.87315,0.54196,0.34212,0.32594,0.19549,1.7093,3.58046,1.94118,0.0009307,0.0009307,0.0009307
16,1103.14,1.56938,3.73436,1.84668,0.43836,0.38458,0.28616,0.16129,1.73115,3.84016,1.97977,0.00092575,0.00092575,0.00092575
17,1171.46,1.57576,3.65654,1.85506,0.54458,0.40061,0.34187,0.20545,1.62355,3.68255,1.89628,0.0009208,0.0009208,0.0009208
18,1237.59,1.54881,3.70205,1.8221,0.48573,0.41656,0.33295,0.18694,1.74125,3.89166,2.01133,0.00091585,0.00091585,0.00091585
19,1302.47,1.59721,3.71634,1.85017,0.47134,0.40253,0.30695,0.15868,1.72401,3.88508,1.9793,0.0009109,0.0009109,0.0009109
20,1369.63,1.54423,3.61146,1.83803,0.31439,0.41743,0.35698,0.22573,1.66627,3.37615,1.90893,0.00090595,0.00090595,0.00090595
21,1436.51,1.51263,3.51247,1.79608,0.50271,0.48789,0.38795,0.22955,1.68132,3.39412,1.95042,0.000901,0.000901,0.000901
22,1503.21,1.55353,3.56754,1.8269,0.63611,0.34724,0.35395,0.18748,1.70181,3.71713,1.99909,0.00089605,0.00089605,0.00089605
23,1568.77,1.50427,3.50157,1.80339,0.52522,0.45443,0.38337,0.2259,1.68137,3.62084,1.91121,0.0008911,0.0008911,0.0008911
24,1635.36,1.49885,3.49676,1.77793,0.53295,0.42929,0.3818,0.23834,1.66031,3.36641,1.93961,0.00088615,0.00088615,0.00088615
25,1702.04,1.50823,3.48485,1.7932,0.35844,0.43032,0.37308,0.21147,1.71117,3.37222,1.96597,0.0008812,0.0008812,0.0008812
26,1768.87,1.52155,3.56575,1.81292,0.45832,0.43899,0.35176,0.20311,1.62926,3.42568,1.89107,0.00087625,0.00087625,0.00087625
27,1833.7,1.49606,3.48874,1.79407,0.518,0.3643,0.33582,0.20444,1.75366,3.46884,2.00252,0.0008713,0.0008713,0.0008713
28,1899.6,1.49736,3.42215,1.79578,0.40693,0.36221,0.35786,0.19521,1.80262,3.44868,2.02007,0.00086635,0.00086635,0.00086635
29,1964.99,1.49771,3.3817,1.77344,0.33201,0.43797,0.37227,0.21294,1.60312,3.33631,1.86841,0.0008614,0.0008614,0.0008614
30,2030.59,1.51736,3.38958,1.80463,0.52773,0.42818,0.38441,0.23403,1.62816,3.42203,1.88833,0.00085645,0.00085645,0.00085645
31,2096.8,1.47648,3.43858,1.79945,0.52547,0.39883,0.38234,0.23823,1.60615,3.3283,1.91579,0.0008515,0.0008515,0.0008515
32,2163.5,1.49918,3.41627,1.81438,0.44563,0.36066,0.36569,0.1925,1.78206,3.41021,2.03346,0.00084655,0.00084655,0.00084655
33,2229.37,1.46555,3.42194,1.80624,0.61396,0.35021,0.3626,0.20621,1.58115,3.53703,1.87114,0.0008416,0.0008416,0.0008416
34,2296.29,1.48613,3.36372,1.77687,0.55611,0.38878,0.38196,0.21657,1.66228,3.39926,1.92624,0.00083665,0.00083665,0.00083665
35,2362.26,1.43477,3.25355,1.74601,0.56339,0.45909,0.39503,0.22895,1.63335,3.42866,1.89584,0.0008317,0.0008317,0.0008317
36,2427.84,1.47263,3.31389,1.76698,0.51716,0.44127,0.35126,0.21535,1.69112,3.30072,1.95689,0.00082675,0.00082675,0.00082675
37,2492.77,1.42464,3.24962,1.72931,0.3929,0.40986,0.40351,0.24017,1.64341,3.29378,1.91469,0.0008218,0.0008218,0.0008218
38,2558.03,1.39425,3.22771,1.71558,0.36726,0.41779,0.39073,0.23498,1.66554,3.19935,1.92298,0.00081685,0.00081685,0.00081685
39,2622.56,1.37921,3.16434,1.69503,0.36682,0.47088,0.41388,0.23129,1.77723,3.19438,1.97892,0.0008119,0.0008119,0.0008119
40,2688.16,1.43359,3.21771,1.75794,0.3293,0.44697,0.4132,0.24347,1.62829,3.22491,1.86225,0.00080695,0.00080695,0.00080695
41,2752.81,1.39914,3.17712,1.71574,0.56174,0.43087,0.39484,0.22629,1.69381,3.05634,1.92135,0.000802,0.000802,0.000802
42,2818.68,1.4302,3.16499,1.75597,0.38279,0.39884,0.40095,0.25443,1.61845,3.16562,1.88032,0.00079705,0.00079705,0.00079705
43,2884.85,1.41769,3.12533,1.73306,0.44022,0.35992,0.38085,0.21451,1.70024,3.36854,1.91807,0.0007921,0.0007921,0.0007921
44,2950.67,1.39916,3.10921,1.70928,0.38423,0.44229,0.37892,0.23585,1.54839,3.27898,1.81117,0.00078715,0.00078715,0.00078715
45,3016.88,1.43456,3.17261,1.72536,0.3552,0.42774,0.383,0.23413,1.59949,3.37166,1.87591,0.0007822,0.0007822,0.0007822
46,3083,1.40789,3.08587,1.71358,0.33013,0.44363,0.39066,0.24776,1.5511,3.1194,1.8086,0.00077725,0.00077725,0.00077725
47,3148.5,1.42927,3.06772,1.72734,0.44324,0.37142,0.4066,0.24741,1.57452,3.26604,1.81789,0.0007723,0.0007723,0.0007723
48,3215.94,1.37973,3.0375,1.69289,0.37129,0.44797,0.38054,0.23338,1.61148,3.1123,1.87316,0.00076735,0.00076735,0.00076735
49,3281.11,1.39364,3.08236,1.71299,0.39649,0.38785,0.36865,0.23183,1.59925,3.2741,1.89343,0.0007624,0.0007624,0.0007624
50,3345.45,1.36834,2.94134,1.68125,0.40455,0.44155,0.42903,0.24535,1.71299,3.17175,1.94587,0.00075745,0.00075745,0.00075745
51,3409.31,1.39479,3.09092,1.71212,0.37454,0.4155,0.38717,0.23149,1.62466,3.19109,1.91724,0.0007525,0.0007525,0.0007525
52,3473.24,1.35173,2.97908,1.69341,0.41152,0.41409,0.39828,0.23115,1.65576,3.22208,1.95367,0.00074755,0.00074755,0.00074755
53,3537.55,1.39119,3.0328,1.72527,0.44967,0.41034,0.42017,0.25229,1.57482,3.11821,1.84186,0.0007426,0.0007426,0.0007426
54,3594.3,1.35403,2.96604,1.67654,0.33397,0.44948,0.39813,0.23334,1.63904,3.22464,1.93609,0.00073765,0.00073765,0.00073765
55,3637.35,1.39919,2.99121,1.72393,0.38546,0.44737,0.40012,0.25481,1.55921,3.18224,1.85048,0.0007327,0.0007327,0.0007327
56,3681.73,1.34727,2.8949,1.66209,0.45456,0.40069,0.39406,0.24728,1.61838,3.13284,1.88806,0.00072775,0.00072775,0.00072775
57,3726.89,1.35298,2.87806,1.65599,0.38876,0.39829,0.3781,0.22884,1.63169,3.30261,1.88379,0.0007228,0.0007228,0.0007228
58,3772.15,1.39621,2.91778,1.70145,0.4641,0.42285,0.42503,0.26172,1.55912,3.11572,1.85381,0.00071785,0.00071785,0.00071785
59,3816.4,1.35454,2.86894,1.65811,0.41227,0.48467,0.43115,0.26681,1.58845,3.11084,1.8614,0.0007129,0.0007129,0.0007129
60,3860.55,1.33325,2.79998,1.6534,0.4076,0.48299,0.43157,0.27922,1.65174,3.01991,1.89479,0.00070795,0.00070795,0.00070795
61,3904.62,1.34673,2.86616,1.67372,0.39432,0.44855,0.41945,0.27688,1.57701,2.98557,1.8616,0.000703,0.000703,0.000703
62,3947.76,1.31591,2.81976,1.64373,0.43406,0.42064,0.39291,0.25592,1.52995,2.93032,1.81912,0.00069805,0.00069805,0.00069805
63,3991.3,1.34284,2.79983,1.65039,0.42733,0.45663,0.39872,0.2473,1.65692,3.13756,1.93802,0.0006931,0.0006931,0.0006931
64,4034.26,1.2984,2.76537,1.62664,0.41325,0.43749,0.41367,0.25245,1.6802,3.22453,1.95979,0.00068815,0.00068815,0.00068815
65,4076.59,1.29261,2.67932,1.59312,0.37048,0.47129,0.39872,0.23274,1.56665,3.25572,1.82004,0.0006832,0.0006832,0.0006832
66,4119.15,1.30353,2.74788,1.63051,0.36537,0.40966,0.39517,0.24184,1.62117,3.09054,1.88377,0.00067825,0.00067825,0.00067825
67,4162.64,1.35363,2.80552,1.68769,0.42759,0.47845,0.44231,0.28441,1.56425,3.10265,1.87329,0.0006733,0.0006733,0.0006733
68,4206.33,1.31881,2.73377,1.64059,0.4189,0.48715,0.44248,0.27942,1.50521,3.17176,1.78651,0.00066835,0.00066835,0.00066835
69,4249.34,1.27516,2.66437,1.60534,0.39142,0.49355,0.42083,0.25867,1.64725,3.10097,1.91217,0.0006634,0.0006634,0.0006634
70,4292.32,1.28729,2.59716,1.60441,0.43397,0.48225,0.44946,0.29005,1.62873,3.05612,1.93523,0.00065845,0.00065845,0.00065845
71,4336.75,1.33704,2.74129,1.65644,0.45565,0.46186,0.45612,0.28511,1.55958,3.01935,1.83477,0.0006535,0.0006535,0.0006535
72,4380.06,1.32217,2.70834,1.65566,0.45034,0.42182,0.43454,0.26276,1.55677,3.09554,1.8509,0.00064855,0.00064855,0.00064855
73,4423.6,1.29157,2.67668,1.61978,0.5409,0.42265,0.45916,0.27547,1.6223,3.15575,1.90127,0.0006436,0.0006436,0.0006436
74,4467.11,1.29711,2.62066,1.61341,0.39203,0.43457,0.43376,0.2693,1.60016,3.20567,1.84275,0.00063865,0.00063865,0.00063865
75,4510.22,1.28219,2.64139,1.61145,0.36156,0.4996,0.43983,0.25669,1.6827,3.11474,1.93234,0.0006337,0.0006337,0.0006337
76,4553.89,1.25011,2.57319,1.59848,0.47817,0.46028,0.44434,0.26457,1.71506,3.07948,1.96652,0.00062875,0.00062875,0.00062875
77,4596.66,1.28596,2.56683,1.59968,0.40875,0.42099,0.4373,0.27998,1.60288,3.05967,1.88461,0.0006238,0.0006238,0.0006238
78,4639.87,1.26483,2.54836,1.60452,0.45142,0.4431,0.44541,0.27781,1.62431,3.02565,1.86908,0.00061885,0.00061885,0.00061885
79,4683.09,1.28908,2.59906,1.61225,0.42836,0.47391,0.42723,0.28829,1.50293,2.97479,1.7425,0.0006139,0.0006139,0.0006139
80,4726.62,1.2881,2.6401,1.6193,0.38403,0.51051,0.40843,0.2604,1.5739,2.89157,1.83827,0.00060895,0.00060895,0.00060895
81,4769.48,1.25724,2.5379,1.61459,0.43682,0.45473,0.45637,0.2854,1.53043,3.0543,1.8151,0.000604,0.000604,0.000604
82,4813.05,1.28162,2.64895,1.61818,0.43464,0.40735,0.39989,0.24941,1.59472,3.13676,1.86782,0.00059905,0.00059905,0.00059905
83,4856.19,1.26947,2.51737,1.59922,0.61617,0.37452,0.38845,0.24573,1.63091,3.16335,1.89904,0.0005941,0.0005941,0.0005941
84,4899.47,1.25981,2.52803,1.58719,0.42811,0.48801,0.41258,0.26201,1.62015,3.0026,1.90549,0.00058915,0.00058915,0.00058915
85,4942.95,1.28191,2.53574,1.61421,0.46956,0.46987,0.44264,0.26975,1.583,3.00463,1.8876,0.0005842,0.0005842,0.0005842
86,4986.32,1.25131,2.49386,1.59469,0.43956,0.44533,0.42491,0.24852,1.62594,2.90477,1.91148,0.00057925,0.00057925,0.00057925
87,5028.89,1.2426,2.49544,1.57978,0.48898,0.43977,0.42661,0.28013,1.52408,2.96911,1.83443,0.0005743,0.0005743,0.0005743
88,5072.29,1.28552,2.50816,1.61548,0.4485,0.47843,0.45406,0.269,1.56645,3.06787,1.84557,0.00056935,0.00056935,0.00056935
89,5115,1.24132,2.42927,1.57945,0.46978,0.45534,0.44241,0.27798,1.49424,2.97701,1.77219,0.0005644,0.0005644,0.0005644
90,5158.49,1.22493,2.40102,1.5636,0.46036,0.45981,0.45118,0.27778,1.55644,2.96064,1.8455,0.00055945,0.00055945,0.00055945
91,5201.8,1.27949,2.42664,1.59845,0.37122,0.42596,0.38612,0.23381,1.62135,3.12693,1.90236,0.0005545,0.0005545,0.0005545
92,5245.88,1.25021,2.40798,1.5667,0.48523,0.44451,0.42483,0.25115,1.63948,3.17004,1.90626,0.00054955,0.00054955,0.00054955
93,5288.73,1.23249,2.38218,1.57351,0.44343,0.49366,0.41652,0.26436,1.58921,3.02277,1.85665,0.0005446,0.0005446,0.0005446
94,5332.2,1.22111,2.4303,1.57218,0.45944,0.46003,0.42442,0.27084,1.66412,2.96162,1.92009,0.00053965,0.00053965,0.00053965
95,5375.37,1.23257,2.33522,1.57773,0.35267,0.48937,0.39558,0.24062,1.68512,3.20082,1.95943,0.0005347,0.0005347,0.0005347
96,5418.21,1.2167,2.2867,1.54275,0.49958,0.4451,0.41944,0.2447,1.59188,2.94374,1.85498,0.00052975,0.00052975,0.00052975
97,5461.67,1.22615,2.41013,1.57181,0.43721,0.37982,0.38473,0.23845,1.61361,3.06173,1.88077,0.0005248,0.0005248,0.0005248
98,5504.82,1.21932,2.36295,1.56609,0.48003,0.45195,0.43267,0.26794,1.57907,3.16219,1.84152,0.00051985,0.00051985,0.00051985
99,5548.71,1.20329,2.31219,1.54319,0.41549,0.47568,0.42722,0.2702,1.59627,2.88004,1.85887,0.0005149,0.0005149,0.0005149
100,5591.91,1.19752,2.231,1.52466,0.4543,0.46842,0.41995,0.26388,1.68257,3.03043,1.95056,0.00050995,0.00050995,0.00050995
101,5634.44,1.21304,2.29305,1.52673,0.49689,0.43439,0.43128,0.27324,1.65783,2.98603,1.9435,0.000505,0.000505,0.000505
102,5677.44,1.19304,2.24068,1.52095,0.40484,0.42941,0.39488,0.23568,1.66766,3.07813,1.93364,0.00050005,0.00050005,0.00050005
103,5720.24,1.19654,2.29209,1.53115,0.45218,0.33664,0.389,0.23575,1.62432,3.27001,1.92168,0.0004951,0.0004951,0.0004951
104,5763.62,1.208,2.27321,1.54037,0.42832,0.474,0.43064,0.2596,1.60482,3.20781,1.91169,0.00049015,0.00049015,0.00049015
105,5807.03,1.20033,2.29722,1.54013,0.41812,0.42168,0.41,0.24977,1.68862,3.20873,1.9575,0.0004852,0.0004852,0.0004852
106,5850.01,1.18595,2.25807,1.51832,0.54688,0.44001,0.45211,0.27537,1.60572,3.13146,1.87056,0.00048025,0.00048025,0.00048025
107,5893.14,1.17353,2.21178,1.51809,0.50133,0.40929,0.39611,0.24546,1.59935,3.02423,1.8934,0.0004753,0.0004753,0.0004753
108,5936.06,1.1655,2.19624,1.51419,0.47742,0.41795,0.41205,0.25466,1.55866,3.33562,1.85608,0.00047035,0.00047035,0.00047035
109,5978.41,1.16081,2.17884,1.50032,0.38755,0.34725,0.35151,0.21416,1.6409,3.35406,1.92785,0.0004654,0.0004654,0.0004654
110,6021.6,1.17526,2.18859,1.52107,0.48403,0.42714,0.4248,0.26539,1.59598,3.24827,1.87836,0.00046045,0.00046045,0.00046045