head_detect_v1.4_n/results.csv

                  epoch,         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,                 1.4871,                 1.7943,                 1.4669,                0.90336,                0.79634,                0.88773,                0.65063,                0.95601,                0.86685,                  1.092,              0.0033316,              0.0033316,              0.0033316
                      2,                 1.3926,                 1.2929,                  1.374,                0.89791,                0.81138,                0.89349,                0.64135,                0.97171,                0.82794,                 1.1097,              0.0065989,              0.0065989,              0.0065989
                      3,                  1.431,                 1.2749,                 1.4105,                0.89025,                0.77379,                0.85916,                0.60726,                 1.0519,                0.86191,                 1.1638,              0.0098003,              0.0098003,              0.0098003
                      4,                 1.4314,                 1.2487,                 1.4251,                0.91534,                0.81303,                0.89986,                 0.6605,                0.96529,                0.72206,                 1.1225,               0.009703,               0.009703,               0.009703
                      5,                 1.3818,                 1.1641,                 1.3945,                 0.9249,                0.81817,                0.90721,                0.68087,                0.91398,                 0.6685,                 1.0904,               0.009703,               0.009703,               0.009703
                      6,                 1.3408,                 1.1093,                  1.372,                 0.9277,                0.83358,                0.91884,                0.70061,                0.88085,                0.63721,                 1.0662,               0.009604,               0.009604,               0.009604
                      7,                 1.3157,                 1.0614,                  1.349,                0.93773,                0.84125,                0.92424,                0.70819,                0.85278,                0.61159,                 1.0467,               0.009505,               0.009505,               0.009505
                      8,                 1.2915,                 1.0341,                 1.3358,                 0.9318,                0.84613,                 0.9226,                0.71351,                0.84688,                0.59937,                 1.0425,               0.009406,               0.009406,               0.009406
                      9,                 1.2738,                  1.013,                 1.3247,                0.94046,                0.85138,                 0.9313,                0.72361,                0.83255,                0.57356,                 1.0359,               0.009307,               0.009307,               0.009307
                     10,                 1.2556,                0.98376,                 1.3093,                 0.9414,                0.85149,                 0.9328,                0.72928,                0.81399,                0.55339,                 1.0264,               0.009208,               0.009208,               0.009208
                     11,                 1.2468,                0.96903,                 1.3035,                0.93694,                0.86319,                 0.9367,                0.73693,                 0.8012,                0.54525,                 1.0168,               0.009109,               0.009109,               0.009109
                     12,                 1.2375,                0.95911,                  1.296,                 0.9471,                0.86339,                0.94028,                0.74295,                0.78688,                0.52041,                 1.0095,                0.00901,                0.00901,                0.00901
                     13,                  1.227,                0.94265,                 1.2907,                0.94188,                0.86987,                0.94182,                0.74559,                 0.7813,                0.51707,                 1.0029,               0.008911,               0.008911,               0.008911
                     14,                 1.2149,                0.93201,                 1.2817,                0.94143,                0.86954,                0.94206,                 0.7494,                0.77764,                0.51027,                 1.0019,               0.008812,               0.008812,               0.008812
                     15,                 1.2061,                0.92379,                 1.2754,                 0.9466,                0.87321,                0.94542,                0.75237,                0.76751,                0.50079,                0.99291,               0.008713,               0.008713,               0.008713
                     16,                 1.1941,                0.90948,                 1.2706,                 0.9439,                0.88167,                0.94677,                0.75386,                 0.7697,                0.49234,                0.99325,               0.008614,               0.008614,               0.008614
                     17,                 1.1883,                0.89939,                 1.2656,                0.94704,                   0.88,                0.94632,                0.75794,                0.75766,                0.48445,                0.99039,               0.008515,               0.008515,               0.008515
                     18,                 1.1781,                0.89721,                 1.2569,                0.95226,                0.87906,                0.94824,                0.75908,                0.75492,                 0.4798,                0.98409,               0.008416,               0.008416,               0.008416
                     19,                  1.175,                0.88556,                  1.258,                0.94461,                0.88341,                 0.9487,                0.76106,                0.75231,                0.47513,                0.98511,               0.008317,               0.008317,               0.008317
                     20,                  1.172,                0.88551,                 1.2541,                 0.9432,                0.88791,                0.94919,                0.76142,                0.75238,                 0.4711,                0.98283,               0.008218,               0.008218,               0.008218
                     21,                 1.1642,                0.87731,                 1.2496,                0.94685,                0.88648,                0.94901,                0.76247,                0.74433,                0.46832,                0.97893,               0.008119,               0.008119,               0.008119
                     22,                 1.1558,                0.86848,                 1.2456,                0.94818,                0.88721,                0.95089,                0.76405,                0.74176,                0.46263,                0.97783,                0.00802,                0.00802,                0.00802
                     23,                 1.1565,                0.86888,                 1.2429,                0.94531,                0.88961,                0.95065,                0.76533,                0.73866,                0.46108,                0.97584,               0.007921,               0.007921,               0.007921
                     24,                 1.1501,                0.85815,                 1.2383,                0.94866,                0.88769,                0.95151,                0.76788,                0.73449,                0.45748,                 0.9725,               0.007822,               0.007822,               0.007822
                     25,                 1.1434,                0.85292,                 1.2339,                0.94615,                0.89187,                0.95218,                0.76792,                0.73498,                0.45633,                0.97185,               0.007723,               0.007723,               0.007723
                     26,                  1.142,                0.85201,                 1.2309,                0.94944,                0.88731,                0.95182,                0.76897,                0.73346,                0.45454,                0.97087,               0.007624,               0.007624,               0.007624
                     27,                 1.1349,                0.84234,                  1.228,                0.95144,                0.88888,                0.95282,                0.76987,                0.73078,                0.45218,                0.96842,               0.007525,               0.007525,               0.007525
                     28,                 1.1398,                0.84427,                 1.2304,                0.95489,                0.88659,                0.95368,                0.77047,                0.72974,                0.44971,                0.96765,               0.007426,               0.007426,               0.007426
                     29,                 1.1297,                0.83407,                 1.2264,                0.95122,                0.89097,                0.95391,                0.77134,                0.72819,                0.44662,                0.96713,               0.007327,               0.007327,               0.007327
                     30,                 1.1306,                0.83684,                 1.2248,                  0.952,                 0.8917,                 0.9538,                0.77193,                0.72808,                0.44454,                 0.9668,               0.007228,               0.007228,               0.007228
                     31,                 1.1213,                0.82489,                 1.2179,                0.95316,                 0.8918,                 0.9544,                0.77259,                0.72658,                0.44274,                0.96548,               0.007129,               0.007129,               0.007129
                     32,                 1.1188,                0.82417,                 1.2145,                 0.9521,                0.89472,                0.95474,                0.77325,                0.72517,                0.44143,                0.96418,                0.00703,                0.00703,                0.00703
                     33,                 1.1172,                0.82077,                 1.2164,                0.95419,                0.89405,                0.95511,                0.77392,                0.72447,                0.44024,                0.96364,               0.006931,               0.006931,               0.006931
                     34,                 1.1157,                0.81554,                 1.2164,                0.95574,                0.89298,                0.95532,                0.77385,                0.72339,                0.43916,                0.96317,               0.006832,               0.006832,               0.006832
                     35,                 1.1134,                0.81216,                 1.2132,                0.95604,                0.89267,                0.95527,                0.77397,                0.72257,                0.43817,                0.96261,               0.006733,               0.006733,               0.006733
                     36,                 1.1078,                0.81083,                 1.2093,                0.95597,                0.89431,                0.95571,                0.77443,                0.72248,                0.43737,                0.96255,               0.006634,               0.006634,               0.006634
                     37,                  1.105,                0.80644,                 1.2057,                 0.9565,                0.89389,                  0.956,                 0.7745,                0.72228,                 0.4363,                 0.9622,               0.006535,               0.006535,               0.006535
                     38,                 1.1041,                0.80581,                 1.2073,                0.95558,                0.89414,                0.95598,                0.77499,                 0.7218,                0.43588,                0.96168,               0.006436,               0.006436,               0.006436
                     39,                 1.1002,                 0.8035,                 1.2057,                0.95558,                0.89414,                0.95596,                0.77492,                0.72134,                0.43548,                0.96121,               0.006337,               0.006337,               0.006337
                     40,                 1.0977,                0.80068,                 1.2048,                0.95536,                0.89493,                0.95604,                 0.7756,                 0.7207,                0.43477,                0.96088,               0.006238,               0.006238,               0.006238
                     41,                 1.0994,                0.79905,                 1.2026,                0.95476,                0.89488,                0.95643,                0.77567,                0.72057,                0.43441,                0.96073,               0.006139,               0.006139,               0.006139
                     42,                 1.1002,                0.79974,                 1.2016,                0.95463,                0.89535,                0.95645,                0.77572,                0.72016,                0.43427,                0.96057,                0.00604,                0.00604,                0.00604
                     43,                 1.0902,                0.78692,                 1.1958,                0.95378,                0.89556,                0.95651,                0.77557,                0.72006,                0.43357,                0.96024,               0.005941,               0.005941,               0.005941
                     44,                 1.0884,                0.78856,                 1.1981,                0.95308,                 0.8965,                0.95643,                0.77587,                 0.7197,                0.43262,                0.95977,               0.005842,               0.005842,               0.005842
                     45,                 1.0886,                0.78285,                 1.1944,                0.95351,                0.89629,                0.95677,                0.77623,                0.71919,                0.43182,                0.95935,               0.005743,               0.005743,               0.005743
                     46,                 1.0839,                0.77401,                 1.1898,                0.95395,                 0.8956,                0.95684,                0.77649,                0.71874,                0.43124,                0.95879,               0.005644,               0.005644,               0.005644
                     47,                 1.0813,                 0.7777,                 1.1917,                0.95426,                0.89549,                0.95707,                0.77679,                 0.7184,                0.43066,                 0.9584,               0.005545,               0.005545,               0.005545
                     48,                 1.0777,                0.77141,                 1.1912,                0.95382,                0.89619,                0.95729,                0.77699,                0.71793,                 0.4298,                 0.9581,               0.005446,               0.005446,               0.005446
                     49,                 1.0727,                0.76863,                 1.1863,                0.95396,                0.89671,                 0.9571,                0.77728,                0.71746,                0.42919,                0.95781,               0.005347,               0.005347,               0.005347
                     50,                 1.0734,                0.77126,                 1.1842,                0.95459,                0.89661,                0.95741,                0.77799,                0.71703,                 0.4286,                0.95739,               0.005248,               0.005248,               0.005248
                     51,                 1.0671,                  0.762,                 1.1823,                0.95458,                 0.8964,                0.95727,                0.77747,                0.71669,                0.42775,                0.95704,               0.005149,               0.005149,               0.005149
                     52,                 1.0716,                0.76631,                 1.1843,                0.95533,                 0.8964,                0.95743,                0.77768,                0.71622,                0.42706,                0.95656,                0.00505,                0.00505,                0.00505
                     53,                 1.0663,                0.75945,                 1.1795,                0.95542,                0.89748,                0.95776,                0.77834,                0.71588,                0.42611,                0.95629,               0.004951,               0.004951,               0.004951
                     54,                 1.0688,                0.75977,                 1.1819,                 0.9532,                0.89983,                0.95775,                0.77856,                0.71585,                0.42553,                0.95609,               0.004852,               0.004852,               0.004852
                     55,                 1.0649,                0.75759,                 1.1782,                 0.9536,                0.89849,                0.95779,                0.77874,                0.71566,                0.42477,                0.95592,               0.004753,               0.004753,               0.004753
                     56,                 1.0548,                0.74832,                 1.1768,                0.95412,                0.89817,                0.95786,                0.77916,                0.71569,                0.42417,                0.95586,               0.004654,               0.004654,               0.004654
                     57,                  1.059,                0.75193,                  1.176,                0.95422,                0.89807,                0.95794,                0.77948,                0.71565,                0.42347,                0.95562,               0.004555,               0.004555,               0.004555
                     58,                 1.0534,                0.74836,                 1.1753,                0.95423,                0.89817,                0.95797,                0.77923,                0.71529,                0.42272,                0.95532,               0.004456,               0.004456,               0.004456
                     59,                 1.0535,                0.74701,                 1.1735,                0.95459,                0.89802,                0.95824,                0.77941,                0.71495,                0.42213,                0.95513,               0.004357,               0.004357,               0.004357
                     60,                 1.0512,                  0.745,                 1.1726,                0.95438,                0.89792,                0.95828,                0.78002,                0.71473,                0.42151,                0.95476,               0.004258,               0.004258,               0.004258
                     61,                 1.0513,                0.73999,                 1.1685,                0.95434,                0.89838,                0.95828,                0.78028,                0.71426,                0.42068,                0.95426,               0.004159,               0.004159,               0.004159
                     62,                 1.0494,                 0.7398,                 1.1684,                 0.9547,                0.89812,                0.95838,                0.78046,                0.71412,                 0.4198,                0.95399,                0.00406,                0.00406,                0.00406
                     63,                 1.0479,                 0.7342,                 1.1643,                 0.9534,                0.89943,                0.95866,                0.78082,                0.71368,                0.41904,                0.95369,               0.003961,               0.003961,               0.003961
                     64,                 1.0402,                0.73007,                 1.1637,                0.95393,                0.89963,                0.95869,                0.78114,                0.71329,                0.41843,                 0.9533,               0.003862,               0.003862,               0.003862
                     65,                 1.0419,                0.72965,                 1.1616,                0.95488,                0.89958,                0.95859,                0.78096,                0.71292,                0.41784,                0.95286,               0.003763,               0.003763,               0.003763
                     66,                 1.0342,                0.72553,                 1.1594,                0.95479,                0.89995,                0.95857,                0.78122,                0.71287,                0.41744,                0.95263,               0.003664,               0.003664,               0.003664
                     67,                 1.0342,                0.72287,                 1.1551,                0.95572,                0.89943,                0.95859,                0.78134,                 0.7126,                0.41671,                0.95239,               0.003565,               0.003565,               0.003565
                     68,                 1.0371,                0.72429,                 1.1616,                0.95541,                0.89974,                0.95868,                0.78157,                0.71216,                0.41589,                0.95193,               0.003466,               0.003466,               0.003466
                     69,                 1.0334,                0.71844,                 1.1565,                0.95476,                0.90143,                0.95883,                0.78179,                0.71168,                0.41506,                0.95148,               0.003367,               0.003367,               0.003367
                     70,                 1.0256,                0.71664,                 1.1547,                0.95476,                0.90144,                0.95894,                0.78203,                0.71153,                0.41455,                0.95128,               0.003268,               0.003268,               0.003268
                     71,                 1.0217,                0.71325,                 1.1549,                 0.9539,                0.90266,                0.95927,                0.78236,                 0.7115,                0.41391,                0.95122,               0.003169,               0.003169,               0.003169
                     72,                  1.021,                0.71332,                 1.1529,                0.95474,                0.90256,                0.95924,                0.78268,                0.71129,                0.41318,                0.95091,                0.00307,                0.00307,                0.00307
                     73,                 1.0166,                0.70473,                  1.151,                0.95567,                0.90141,                0.95911,                0.78256,                 0.7111,                0.41255,                0.95054,               0.002971,               0.002971,               0.002971
                     74,                 1.0168,                0.70506,                 1.1494,                0.95529,                0.90148,                 0.9591,                0.78266,                0.71085,                0.41177,                0.95027,               0.002872,               0.002872,               0.002872
                     75,                 1.0147,                0.70284,                 1.1457,                0.95433,                0.90342,                0.95922,                0.78309,                0.71046,                0.41117,                0.94976,               0.002773,               0.002773,               0.002773
                     76,                 1.0144,                0.70177,                 1.1444,                0.95527,                0.90298,                0.95921,                0.78309,                0.71026,                0.41044,                0.94951,               0.002674,               0.002674,               0.002674
                     77,                 1.0084,                0.69488,                 1.1453,                0.95466,                0.90373,                0.95938,                0.78333,                0.70995,                0.40992,                0.94909,               0.002575,               0.002575,               0.002575
                     78,                 1.0079,                0.69345,                 1.1432,                0.95462,                 0.9035,                0.95946,                0.78336,                0.70976,                0.40959,                0.94877,               0.002476,               0.002476,               0.002476
                     79,                 1.0023,                0.68881,                 1.1415,                0.95432,                0.90392,                 0.9596,                0.78354,                0.70966,                 0.4089,                0.94842,               0.002377,               0.002377,               0.002377
                     80,                0.99924,                0.68642,                 1.1393,                0.95796,                0.90201,                0.95953,                0.78356,                0.70944,                0.40793,                0.94811,               0.002278,               0.002278,               0.002278
                     81,                 0.9982,                0.68416,                 1.1371,                0.95641,                0.90276,                0.95979,                0.78391,                0.70907,                0.40785,                0.94769,               0.002179,               0.002179,               0.002179
                     82,                0.99456,                0.68009,                 1.1362,                0.95732,                0.90191,                0.95987,                0.78395,                 0.7088,                0.40747,                0.94727,                0.00208,                0.00208,                0.00208
                     83,                0.99222,                0.67848,                 1.1305,                0.95619,                0.90339,                0.96002,                0.78403,                0.70868,                0.40689,                0.94695,               0.001981,               0.001981,               0.001981
                     84,                0.98643,                0.67311,                 1.1297,                0.95626,                 0.9042,                0.96019,                0.78442,                0.70862,                0.40659,                0.94685,               0.001882,               0.001882,               0.001882
                     85,                0.98642,                 0.6749,                 1.1359,                0.95553,                0.90431,                0.96037,                0.78452,                0.70844,                0.40627,                0.94667,               0.001783,               0.001783,               0.001783
                     86,                0.98429,                0.66904,                 1.1264,                0.95606,                0.90371,                0.96039,                0.78436,                0.70839,                0.40609,                0.94639,               0.001684,               0.001684,               0.001684
                     87,                0.97931,                0.66497,                 1.1264,                 0.9568,                0.90441,                0.96053,                0.78447,                0.70816,                0.40544,                0.94612,               0.001585,               0.001585,               0.001585
                     88,                0.97837,                0.66298,                 1.1264,                0.95783,                0.90385,                0.96052,                0.78455,                0.70799,                0.40507,                0.94586,               0.001486,               0.001486,               0.001486
                     89,                0.97316,                0.65944,                 1.1231,                0.95778,                 0.9035,                0.96033,                0.78455,                0.70775,                0.40463,                0.94563,               0.001387,               0.001387,               0.001387
                     90,                0.97325,                0.65708,                 1.1215,                0.95821,                 0.9028,                0.96029,                0.78499,                0.70759,                0.40391,                0.94538,               0.001288,               0.001288,               0.001288
                     91,                0.94759,                0.54123,                 1.1119,                0.95796,                0.90266,                0.96035,                0.78467,                0.70755,                0.40327,                0.94511,               0.001189,               0.001189,               0.001189
                     92,                0.94094,                0.53533,                 1.1028,                0.95857,                0.90214,                0.96038,                0.78502,                 0.7073,                0.40269,                0.94486,                0.00109,                0.00109,                0.00109
                     93,                0.92985,                 0.5298,                 1.0989,                0.95938,                0.90078,                0.96044,                0.78503,                0.70706,                 0.4025,                0.94465,               0.000991,               0.000991,               0.000991
                     94,                0.92471,                0.52425,                 1.0942,                0.96181,                 0.8996,                0.96065,                0.78497,                0.70691,                0.40234,                0.94438,               0.000892,               0.000892,               0.000892
                     95,                0.92182,                 0.5218,                 1.0947,                0.96156,                0.89963,                0.96055,                0.78576,                 0.7067,                0.40181,                0.94428,               0.000793,               0.000793,               0.000793
                     96,                 0.9172,                0.51462,                 1.0935,                0.95795,                0.90403,                0.96075,                0.78605,                0.70658,                0.40155,                0.94413,               0.000694,               0.000694,               0.000694
                     97,                0.91014,                 0.5116,                 1.0887,                0.95833,                 0.9036,                0.96066,                0.78591,                0.70644,                0.40114,                0.94384,               0.000595,               0.000595,               0.000595
                     98,                0.90925,                0.51002,                 1.0882,                0.95845,                0.90413,                0.96066,                0.78634,                0.70627,                0.40087,                0.94368,               0.000496,               0.000496,               0.000496
                     99,                0.90201,                0.50285,                 1.0823,                0.95664,                0.90454,                 0.9609,                0.78667,                0.70618,                0.40042,                0.94355,               0.000397,               0.000397,               0.000397
                    100,                0.90101,                0.50193,                 1.0836,                 0.9557,                0.90559,                0.96075,                0.78689,                0.70606,                0.40009,                0.94353,               0.000298,               0.000298,               0.000298