trainv8/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,lr/pg3,lr/pg4,lr/pg5,lr/pg6,lr/pg7
1,139.654,1.32547,4.63049,1.2825,0.49111,0.33664,0.2229,0.15872,0.95204,1.9822,0.99693,0.00997214,0.00332405,0.00997214,0.00332405,0.00997214,0.00332405,0.00997214,0.00332405
2,270.664,1.23795,2.22144,1.17627,0.50467,0.34814,0.35566,0.23773,1.0848,1.55677,1.04875,0.0197744,0.00659147,0.0197744,0.00659147,0.0197744,0.00659147,0.0197744,0.00659147
3,390.859,1.33988,2.23888,1.23233,0.57777,0.28695,0.31604,0.19553,1.23599,2.93081,1.14467,0.0293787,0.0097929,0.0293787,0.0097929,0.0293787,0.0097929,0.0293787,0.0097929
4,510.542,1.41013,2.31257,1.28649,0.65206,0.32822,0.35676,0.23349,1.08472,1.75906,1.08139,0.029109,0.009703,0.029109,0.009703,0.029109,0.009703,0.029109,0.009703
5,630.221,1.337,2.07449,1.24212,0.43184,0.52785,0.50009,0.34199,1.02206,1.3132,1.03456,0.028812,0.009604,0.028812,0.009604,0.028812,0.009604,0.028812,0.009604
6,749.51,1.26803,1.88854,1.19729,0.44766,0.57417,0.49977,0.35545,0.96107,1.2224,1.0085,0.028515,0.009505,0.028515,0.009505,0.028515,0.009505,0.028515,0.009505
7,867.796,1.23134,1.7699,1.17846,0.61247,0.51953,0.56234,0.40867,0.94555,1.13364,1.0047,0.028218,0.009406,0.028218,0.009406,0.028218,0.009406,0.028218,0.009406
8,985.82,1.17758,1.65283,1.14909,0.58617,0.67307,0.64406,0.46309,0.91164,0.97784,0.98998,0.027921,0.009307,0.027921,0.009307,0.027921,0.009307,0.027921,0.009307
9,1105.18,1.14936,1.56295,1.13384,0.66847,0.56954,0.67225,0.48165,0.90529,0.81788,0.97564,0.027624,0.009208,0.027624,0.009208,0.027624,0.009208,0.027624,0.009208
10,1225.61,1.13158,1.49571,1.1251,0.68851,0.74568,0.75163,0.56117,0.87789,0.83409,0.97995,0.027327,0.009109,0.027327,0.009109,0.027327,0.009109,0.027327,0.009109
11,1345.33,1.11375,1.44356,1.11386,0.68065,0.74831,0.77352,0.57701,0.85424,0.80563,0.96336,0.02703,0.00901,0.02703,0.00901,0.02703,0.00901,0.02703,0.00901
12,1464.13,1.09369,1.37253,1.10035,0.65964,0.74647,0.7696,0.5809,0.84377,0.83542,0.96783,0.026733,0.008911,0.026733,0.008911,0.026733,0.008911,0.026733,0.008911
13,1582.95,1.07837,1.3493,1.09716,0.72931,0.74715,0.76936,0.56619,0.83579,0.86285,0.95353,0.026436,0.008812,0.026436,0.008812,0.026436,0.008812,0.026436,0.008812
14,1701.39,1.06347,1.29115,1.09162,0.71991,0.80472,0.84367,0.63573,0.76142,0.65147,0.94188,0.026139,0.008713,0.026139,0.008713,0.026139,0.008713,0.026139,0.008713
15,1820.24,1.04944,1.24458,1.09066,0.73023,0.74276,0.80735,0.60961,0.81901,0.65821,0.9525,0.025842,0.008614,0.025842,0.008614,0.025842,0.008614,0.025842,0.008614
16,1938.77,1.0329,1.19532,1.06541,0.69197,0.86635,0.81563,0.61184,0.80175,0.67378,0.9416,0.025545,0.008515,0.025545,0.008515,0.025545,0.008515,0.025545,0.008515
17,2057.2,1.01477,1.16544,1.06504,0.76114,0.8606,0.83654,0.6325,0.79095,0.6317,0.94074,0.025248,0.008416,0.025248,0.008416,0.025248,0.008416,0.025248,0.008416
18,2175.09,1.01499,1.15305,1.06425,0.84611,0.8903,0.88706,0.67617,0.74618,0.59016,0.93051,0.024951,0.008317,0.024951,0.008317,0.024951,0.008317,0.024951,0.008317
19,2294.85,0.99766,1.11713,1.05358,0.78704,0.89003,0.87868,0.67422,0.77156,0.60876,0.92827,0.024654,0.008218,0.024654,0.008218,0.024654,0.008218,0.024654,0.008218
20,2413.11,0.9977,1.10701,1.05855,0.87892,0.91155,0.92798,0.71045,0.74773,0.54416,0.92174,0.024357,0.008119,0.024357,0.008119,0.024357,0.008119,0.024357,0.008119
21,2530.21,0.98468,1.09017,1.05337,0.849,0.90377,0.8982,0.68787,0.74441,0.56667,0.92938,0.02406,0.00802,0.02406,0.00802,0.02406,0.00802,0.02406,0.00802
22,2647.67,0.97596,1.06426,1.04102,0.83535,0.9071,0.91382,0.71161,0.75944,0.54504,0.92062,0.023763,0.007921,0.023763,0.007921,0.023763,0.007921,0.023763,0.007921
23,2764.53,0.96427,1.03624,1.04266,0.85248,0.92744,0.89385,0.69688,0.71243,0.54829,0.91533,0.023466,0.007822,0.023466,0.007822,0.023466,0.007822,0.023466,0.007822
24,2881.22,0.96406,1.02537,1.0384,0.79662,0.93421,0.92702,0.71653,0.74459,0.555,0.9218,0.023169,0.007723,0.023169,0.007723,0.023169,0.007723,0.023169,0.007723
25,2999.23,0.95737,0.99179,1.03207,0.87641,0.88999,0.92277,0.72103,0.73599,0.50343,0.92084,0.022872,0.007624,0.022872,0.007624,0.022872,0.007624,0.022872,0.007624
26,3116.29,0.95128,0.97453,1.02839,0.83926,0.90465,0.91161,0.70717,0.72145,0.49306,0.91191,0.022575,0.007525,0.022575,0.007525,0.022575,0.007525,0.022575,0.007525
27,3234.19,0.94407,0.96916,1.02278,0.83448,0.94312,0.92031,0.72892,0.74125,0.48273,0.91717,0.022278,0.007426,0.022278,0.007426,0.022278,0.007426,0.022278,0.007426
28,3351.89,0.93887,0.95066,1.02033,0.84318,0.92073,0.92453,0.72061,0.71721,0.50443,0.90944,0.021981,0.007327,0.021981,0.007327,0.021981,0.007327,0.021981,0.007327
29,3470.14,0.93177,0.94587,1.02131,0.82714,0.9319,0.90598,0.71709,0.70878,0.49248,0.91359,0.021684,0.007228,0.021684,0.007228,0.021684,0.007228,0.021684,0.007228
30,3586.62,0.92241,0.91961,1.01425,0.84926,0.94212,0.90275,0.71297,0.69252,0.52326,0.91039,0.021387,0.007129,0.021387,0.007129,0.021387,0.007129,0.021387,0.007129
31,3703.23,0.91123,0.89632,1.00877,0.87837,0.91411,0.92789,0.73652,0.69344,0.4714,0.90555,0.02109,0.00703,0.02109,0.00703,0.02109,0.00703,0.02109,0.00703
32,3820.25,0.91872,0.90475,1.01896,0.86497,0.90282,0.92996,0.73704,0.69027,0.47036,0.90438,0.020793,0.006931,0.020793,0.006931,0.020793,0.006931,0.020793,0.006931
33,3938.86,0.90752,0.8948,1.01551,0.88861,0.94568,0.93529,0.73242,0.68528,0.44038,0.90961,0.020496,0.006832,0.020496,0.006832,0.020496,0.006832,0.020496,0.006832
34,4058.29,0.9053,0.88722,1.0092,0.89647,0.92951,0.93184,0.74158,0.68439,0.44438,0.9103,0.020199,0.006733,0.020199,0.006733,0.020199,0.006733,0.020199,0.006733
35,4179.02,0.88601,0.85245,1.00064,0.83976,0.94054,0.91435,0.73482,0.68146,0.43749,0.90444,0.019902,0.006634,0.019902,0.006634,0.019902,0.006634,0.019902,0.006634
36,4299.96,0.89236,0.85587,1.00083,0.89741,0.95683,0.93142,0.74464,0.66967,0.44621,0.90262,0.019605,0.006535,0.019605,0.006535,0.019605,0.006535,0.019605,0.006535
37,4416.12,0.88153,0.83175,0.99733,0.88361,0.933,0.9278,0.7411,0.66775,0.43004,0.90178,0.019308,0.006436,0.019308,0.006436,0.019308,0.006436,0.019308,0.006436
38,109.633,0.8772,0.82465,0.99771,0.89645,0.91802,0.9239,0.74856,0.66634,0.42235,0.89987,0.019011,0.006337,0.019011,0.006337,0.019011,0.006337,0.019011,0.006337
39,220.091,0.87053,0.81704,0.9968,0.87931,0.92417,0.92738,0.74869,0.64913,0.41526,0.89557,0.018714,0.006238,0.018714,0.006238,0.018714,0.006238,0.018714,0.006238
40,330.482,0.86816,0.82283,0.99326,0.8972,0.96163,0.93821,0.75869,0.65134,0.40763,0.89407,0.018417,0.006139,0.018417,0.006139,0.018417,0.006139,0.018417,0.006139
41,442.307,0.85234,0.80032,0.99167,0.89317,0.96137,0.94459,0.75949,0.654,0.41573,0.89516,0.01812,0.00604,0.01812,0.00604,0.01812,0.00604,0.01812,0.00604
42,550.915,0.84984,0.77802,0.98732,0.88324,0.9505,0.93569,0.75449,0.65631,0.40656,0.89876,0.017823,0.005941,0.017823,0.005941,0.017823,0.005941,0.017823,0.005941
43,659.605,0.84808,0.77282,0.97974,0.90318,0.90979,0.93051,0.75265,0.65293,0.40427,0.89185,0.017526,0.005842,0.017526,0.005842,0.017526,0.005842,0.017526,0.005842
44,770.002,0.84433,0.78005,0.97927,0.87508,0.94167,0.94211,0.76323,0.67215,0.40966,0.90335,0.017229,0.005743,0.017229,0.005743,0.017229,0.005743,0.017229,0.005743
45,880.238,0.83428,0.76235,0.97552,0.89613,0.92782,0.93283,0.76551,0.65974,0.40832,0.89982,0.016932,0.005644,0.016932,0.005644,0.016932,0.005644,0.016932,0.005644
46,990.735,0.82806,0.75751,0.97723,0.8744,0.93855,0.92912,0.75103,0.65641,0.39816,0.89851,0.016635,0.005545,0.016635,0.005545,0.016635,0.005545,0.016635,0.005545
47,1102.07,0.82577,0.74549,0.97254,0.89922,0.95743,0.9348,0.75686,0.66046,0.39336,0.90037,0.016338,0.005446,0.016338,0.005446,0.016338,0.005446,0.016338,0.005446
48,1212.97,0.82335,0.73341,0.97246,0.90912,0.9555,0.94328,0.74728,0.65636,0.39159,0.8965,0.016041,0.005347,0.016041,0.005347,0.016041,0.005347,0.016041,0.005347
49,1322.38,0.81445,0.72049,0.96403,0.89804,0.96719,0.93987,0.75295,0.66297,0.386,0.89967,0.015744,0.005248,0.015744,0.005248,0.015744,0.005248,0.015744,0.005248
50,1432.59,0.80942,0.72848,0.96736,0.87771,0.94584,0.93346,0.74418,0.66192,0.38946,0.89671,0.015447,0.005149,0.015447,0.005149,0.015447,0.005149,0.015447,0.005149
51,1542.54,0.80097,0.70635,0.96469,0.89922,0.93475,0.94276,0.75487,0.66268,0.39312,0.89393,0.01515,0.00505,0.01515,0.00505,0.01515,0.00505,0.01515,0.00505
52,1650.6,0.79904,0.70994,0.96973,0.86408,0.95604,0.93203,0.7516,0.66157,0.40644,0.89317,0.014853,0.004951,0.014853,0.004951,0.014853,0.004951,0.014853,0.004951
53,1760.11,0.78636,0.67798,0.95282,0.88315,0.95053,0.93429,0.75526,0.65996,0.39795,0.89577,0.014556,0.004852,0.014556,0.004852,0.014556,0.004852,0.014556,0.004852
54,1870.3,0.77841,0.6766,0.95776,0.91175,0.92917,0.95311,0.77309,0.64655,0.38967,0.89046,0.014259,0.004753,0.014259,0.004753,0.014259,0.004753,0.014259,0.004753
55,1980.64,0.78348,0.6785,0.95791,0.9065,0.93302,0.94988,0.76907,0.6479,0.39111,0.88995,0.013962,0.004654,0.013962,0.004654,0.013962,0.004654,0.013962,0.004654
56,2089.84,0.77233,0.65977,0.95129,0.88103,0.93347,0.94445,0.75997,0.64621,0.39512,0.89391,0.013665,0.004555,0.013665,0.004555,0.013665,0.004555,0.013665,0.004555
57,2199.39,0.77167,0.66357,0.95498,0.89427,0.9579,0.9442,0.76564,0.64028,0.3841,0.89013,0.013368,0.004456,0.013368,0.004456,0.013368,0.004456,0.013368,0.004456
58,2309.39,0.7637,0.66409,0.95308,0.90836,0.95053,0.94774,0.77093,0.64037,0.38112,0.89255,0.013071,0.004357,0.013071,0.004357,0.013071,0.004357,0.013071,0.004357
59,2420.76,0.75909,0.65415,0.94421,0.91212,0.95888,0.94441,0.76202,0.64209,0.36988,0.89355,0.012774,0.004258,0.012774,0.004258,0.012774,0.004258,0.012774,0.004258
60,2531.3,0.75775,0.64674,0.9472,0.89658,0.95005,0.94394,0.75829,0.64831,0.37591,0.8944,0.012477,0.004159,0.012477,0.004159,0.012477,0.004159,0.012477,0.004159
61,2647.78,0.75312,0.63081,0.9459,0.90808,0.95582,0.94426,0.75766,0.64593,0.36692,0.89428,0.01218,0.00406,0.01218,0.00406,0.01218,0.00406,0.01218,0.00406
62,2765.16,0.74455,0.61774,0.93894,0.89834,0.95575,0.94814,0.76325,0.64285,0.36852,0.89017,0.011883,0.003961,0.011883,0.003961,0.011883,0.003961,0.011883,0.003961
63,2882.75,0.74292,0.61963,0.94069,0.89815,0.95031,0.94811,0.77018,0.63898,0.36447,0.8879,0.011586,0.003862,0.011586,0.003862,0.011586,0.003862,0.011586,0.003862
64,2998.84,0.73405,0.61198,0.93325,0.90578,0.94431,0.95036,0.76645,0.64137,0.36446,0.88937,0.011289,0.003763,0.011289,0.003763,0.011289,0.003763,0.011289,0.003763
65,3114.99,0.73814,0.60297,0.9356,0.90144,0.94957,0.94578,0.767,0.63797,0.36356,0.88801,0.010992,0.003664,0.010992,0.003664,0.010992,0.003664,0.010992,0.003664
66,3231.89,0.72772,0.60046,0.93412,0.89821,0.95006,0.94162,0.76494,0.63804,0.36284,0.8882,0.010695,0.003565,0.010695,0.003565,0.010695,0.003565,0.010695,0.003565
67,3348.9,0.72282,0.59254,0.93323,0.89981,0.93904,0.94543,0.76628,0.63959,0.36198,0.8892,0.010398,0.003466,0.010398,0.003466,0.010398,0.003466,0.010398,0.003466
68,3465.55,0.71121,0.57438,0.92734,0.89626,0.93827,0.94461,0.76567,0.63708,0.36249,0.89016,0.010101,0.003367,0.010101,0.003367,0.010101,0.003367,0.010101,0.003367
69,108.804,0.69811,0.5613,0.92553,0.89976,0.93656,0.94409,0.76537,0.6323,0.36261,0.88876,0.009804,0.003268,0.009804,0.003268,0.009804,0.003268,0.009804,0.003268
70,218.569,0.69854,0.56164,0.9274,0.90248,0.93725,0.94291,0.76695,0.63116,0.36248,0.88811,0.009507,0.003169,0.009507,0.003169,0.009507,0.003169,0.009507,0.003169
71,116.351,0.62776,0.48478,0.90359,0.90787,0.93574,0.94227,0.76914,0.63134,0.36344,0.88825,0.00921,0.00307,0.00921,0.00307,0.00921,0.00307,0.00921,0.00307
72,233.022,0.66521,0.52223,0.91737,0.91066,0.93807,0.94138,0.76747,0.63072,0.36148,0.88804,0.008913,0.002971,0.008913,0.002971,0.008913,0.002971,0.008913,0.002971
73,344.936,0.69588,0.56396,0.92354,0.91024,0.94004,0.94053,0.76581,0.63261,0.36142,0.8883,0.008616,0.002872,0.008616,0.002872,0.008616,0.002872,0.008616,0.002872
74,456.289,0.68161,0.54761,0.92053,0.9121,0.93678,0.94075,0.76312,0.63148,0.35886,0.88786,0.008319,0.002773,0.008319,0.002773,0.008319,0.002773,0.008319,0.002773
75,566.578,0.67645,0.53317,0.92047,0.91218,0.93769,0.9408,0.76485,0.6295,0.35815,0.88805,0.008022,0.002674,0.008022,0.002674,0.008022,0.002674,0.008022,0.002674
76,674.933,0.66775,0.5298,0.91199,0.91147,0.94005,0.94001,0.76733,0.62642,0.35637,0.88817,0.007725,0.002575,0.007725,0.002575,0.007725,0.002575,0.007725,0.002575
77,782.352,0.66637,0.53325,0.91363,0.90756,0.9437,0.94119,0.76766,0.62648,0.35651,0.88825,0.007428,0.002476,0.007428,0.002476,0.007428,0.002476,0.007428,0.002476
78,889.797,0.65968,0.52028,0.91001,0.92252,0.93724,0.94495,0.77311,0.62706,0.35177,0.88812,0.007131,0.002377,0.007131,0.002377,0.007131,0.002377,0.007131,0.002377
79,997.589,0.65528,0.51887,0.91224,0.92316,0.93631,0.94506,0.77036,0.62674,0.35154,0.88852,0.006834,0.002278,0.006834,0.002278,0.006834,0.002278,0.006834,0.002278
80,1105.21,0.64581,0.50579,0.90496,0.92585,0.93411,0.94472,0.77125,0.62725,0.35354,0.88887,0.006537,0.002179,0.006537,0.002179,0.006537,0.002179,0.006537,0.002179
81,1213.89,0.64635,0.49591,0.90567,0.92401,0.93503,0.94532,0.76906,0.62654,0.35285,0.88891,0.00624,0.00208,0.00624,0.00208,0.00624,0.00208,0.00624,0.00208
82,107.952,0.54934,0.4039,0.87844,0.92327,0.93613,0.94397,0.77032,0.62548,0.35385,0.88919,0.005943,0.001981,0.005943,0.001981,0.005943,0.001981,0.005943,0.001981
83,216.882,0.57359,0.41874,0.88806,0.92324,0.9349,0.94384,0.77042,0.62788,0.35295,0.88955,0.005646,0.001882,0.005646,0.001882,0.005646,0.001882,0.005646,0.001882
84,325.367,0.59088,0.43994,0.88932,0.92298,0.93724,0.94348,0.76791,0.62825,0.35132,0.88981,0.005349,0.001783,0.005349,0.001783,0.005349,0.001783,0.005349,0.001783
85,434.807,0.58213,0.43335,0.8891,0.92443,0.93606,0.94338,0.76809,0.62785,0.3528,0.88991,0.005052,0.001684,0.005052,0.001684,0.005052,0.001684,0.005052,0.001684
86,542.427,0.58418,0.43237,0.89073,0.92457,0.93613,0.94383,0.76982,0.62986,0.35328,0.89005,0.004755,0.001585,0.004755,0.001585,0.004755,0.001585,0.004755,0.001585
87,650.791,0.58242,0.43323,0.88485,0.92465,0.93613,0.94308,0.77015,0.62901,0.35365,0.89027,0.004458,0.001486,0.004458,0.001486,0.004458,0.001486,0.004458,0.001486
88,758.398,0.58661,0.44224,0.88796,0.92448,0.93623,0.94285,0.76975,0.63031,0.35307,0.89084,0.004161,0.001387,0.004161,0.001387,0.004161,0.001387,0.004161,0.001387
89,867.643,0.58901,0.44115,0.88694,0.92512,0.93567,0.94241,0.77121,0.62941,0.35195,0.8907,0.003864,0.001288,0.003864,0.001288,0.003864,0.001288,0.003864,0.001288
90,975.957,0.59339,0.45092,0.89263,0.92547,0.93522,0.94147,0.76952,0.62948,0.35158,0.89117,0.003567,0.001189,0.003567,0.001189,0.003567,0.001189,0.003567,0.001189
91,1121.12,0.61439,0.36562,0.89142,0.9251,0.93677,0.94112,0.7697,0.62963,0.35112,0.89127,0.00327,0.00109,0.00327,0.00109,0.00327,0.00109,0.00327,0.00109
92,1229.19,0.60468,0.35511,0.88708,0.92479,0.93675,0.94068,0.76735,0.62965,0.3502,0.89114,0.002973,0.000991,0.002973,0.000991,0.002973,0.000991,0.002973,0.000991
93,1338.07,0.59324,0.35018,0.88364,0.92482,0.93665,0.94082,0.7662,0.62982,0.35056,0.89111,0.002676,0.000892,0.002676,0.000892,0.002676,0.000892,0.002676,0.000892
94,1445.84,0.58419,0.34141,0.87856,0.92501,0.93556,0.94125,0.76746,0.62946,0.34956,0.89148,0.002379,0.000793,0.002379,0.000793,0.002379,0.000793,0.002379,0.000793
95,1554.15,0.58123,0.33885,0.88137,0.90869,0.94088,0.93724,0.76294,0.62969,0.34976,0.89167,0.002082,0.000694,0.002082,0.000694,0.002082,0.000694,0.002082,0.000694
96,1662.66,0.57229,0.33121,0.87755,0.90922,0.94037,0.93689,0.76256,0.62974,0.35021,0.89201,0.001785,0.000595,0.001785,0.000595,0.001785,0.000595,0.001785,0.000595
97,1771.9,0.56626,0.32701,0.87453,0.90973,0.94003,0.93711,0.76403,0.62892,0.34955,0.89197,0.001488,0.000496,0.001488,0.000496,0.001488,0.000496,0.001488,0.000496
98,1881.75,0.55993,0.32401,0.87154,0.91017,0.93984,0.93717,0.76336,0.6291,0.34922,0.8921,0.001191,0.000397,0.001191,0.000397,0.001191,0.000397,0.001191,0.000397
99,1989.5,0.55339,0.31657,0.87007,0.91057,0.93958,0.9372,0.76411,0.62892,0.3498,0.89213,0.000894,0.000298,0.000894,0.000298,0.000894,0.000298,0.000894,0.000298
100,2098.83,0.55006,0.31553,0.87153,0.91094,0.93935,0.93734,0.76484,0.62862,0.34886,0.89259,0.000597,0.000199,0.000597,0.000199,0.000597,0.000199,0.000597,0.000199