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 1,10.3904,0.39855,2.68593,1.4848,1,0.29733,0.96537,0.56943,0.33362,2.56495,1.02233,0.00038,0.00038,0.00038 2,17.5483,0.30028,1.35659,1.12817,1,0.49396,0.95678,0.49421,0.35142,2.66289,1.12329,0.000772278,0.000772278,0.000772278 3,25.1797,0.29352,1.17269,1.13078,0.63354,0.70588,0.71908,0.35996,0.3706,1.94815,1.15705,0.00115664,0.00115664,0.00115664 4,31.2751,0.29379,1.05877,1.14652,0.92901,0.76994,0.8997,0.51519,0.34598,1.68774,1.25469,0.00153307,0.00153307,0.00153307 5,38.2345,0.30129,1.01013,1.16273,1,0.05809,0.11957,0.0573,0.56052,3.3705,2.25768,0.00190159,0.00190159,0.00190159 6,44.1377,0.29631,0.9286,1.17263,0.77814,0.72549,0.77275,0.49905,0.30463,2.21664,1.22409,0.001901,0.001901,0.001901 7,51.7031,0.28969,0.82499,1.16157,0.81899,0.82353,0.86643,0.50327,0.30846,1.06156,1.23743,0.0018812,0.0018812,0.0018812 8,57.6974,0.28756,0.79748,1.16646,0.97759,0.85543,0.93703,0.54512,0.30945,1.3021,1.15419,0.0018614,0.0018614,0.0018614 9,64.6096,0.28988,0.78404,1.16845,0.87355,0.54195,0.61651,0.44007,0.28541,1.8088,1.19646,0.0018416,0.0018416,0.0018416 10,70.8722,0.28509,0.74823,1.17001,1,0.97714,0.9879,0.66339,0.27556,0.67389,1.10534,0.0018218,0.0018218,0.0018218 11,77.6729,0.2811,0.71605,1.16472,0.97131,1,0.99327,0.68686,0.26039,0.53918,1.12841,0.001802,0.001802,0.001802 12,83.6789,0.27956,0.71366,1.17215,0.94349,0.7451,0.81617,0.36975,0.44564,1.10381,1.5902,0.0017822,0.0017822,0.0017822 13,90.5196,0.27954,0.70341,1.16105,0.98977,0.98039,0.99395,0.70985,0.26287,0.71862,1.08777,0.0017624,0.0017624,0.0017624 14,96.2279,0.27389,0.69109,1.16035,0.99776,0.98039,0.99481,0.68656,0.27765,0.65545,1.09127,0.0017426,0.0017426,0.0017426 15,103.274,0.27484,0.69505,1.16409,0.94274,0.96857,0.98537,0.6647,0.2812,0.56622,1.11215,0.0017228,0.0017228,0.0017228 16,109.28,0.27709,0.68435,1.17154,0.99813,0.98039,0.99462,0.71965,0.24753,0.50567,1.06086,0.001703,0.001703,0.001703 17,116.354,0.27127,0.65515,1.15472,0.99011,0.96078,0.99405,0.68376,0.27062,0.59393,1.10243,0.0016832,0.0016832,0.0016832 18,121.994,0.27291,0.65216,1.1543,0.97318,0.98039,0.99153,0.72137,0.24675,0.73777,1.04403,0.0016634,0.0016634,0.0016634 19,128.471,0.27609,0.64481,1.1633,0.99856,1,0.995,0.71822,0.2506,0.44838,1.04764,0.0016436,0.0016436,0.0016436 20,134.908,0.26641,0.63605,1.13566,0.97925,0.98039,0.99423,0.73946,0.22498,0.4882,1.01436,0.0016238,0.0016238,0.0016238 21,141.659,0.27002,0.63276,1.15338,0.99622,1,0.995,0.73392,0.24781,0.6929,1.06027,0.001604,0.001604,0.001604 22,147.596,0.27016,0.62133,1.15598,1,0.71878,0.7985,0.38994,0.43809,1.15961,1.45966,0.0015842,0.0015842,0.0015842 23,154.606,0.26856,0.63903,1.14822,0.99006,0.96078,0.98976,0.73202,0.23704,0.89525,1.02748,0.0015644,0.0015644,0.0015644 24,160.874,0.26556,0.61805,1.14759,0.52381,0.21569,0.37119,0.23923,0.48324,4.161,1.79371,0.0015446,0.0015446,0.0015446 25,167.63,0.26283,0.62175,1.14417,0.99771,0.98039,0.99481,0.54043,0.36833,0.62126,1.2961,0.0015248,0.0015248,0.0015248 26,172.972,0.26277,0.62184,1.14693,0.97588,0.79352,0.838,0.60246,0.26723,1.16324,1.14688,0.001505,0.001505,0.001505 27,180.886,0.25845,0.58391,1.1274,1,0.97466,0.99444,0.7358,0.23001,0.43927,1.03289,0.0014852,0.0014852,0.0014852 28,186.475,0.25736,0.59062,1.13027,0.99938,1,0.995,0.77511,0.22035,0.41332,1.01175,0.0014654,0.0014654,0.0014654 29,193.178,0.25997,0.59153,1.13884,0.99623,1,0.995,0.72041,0.2431,0.43747,1.04154,0.0014456,0.0014456,0.0014456 30,198.402,0.26318,0.59378,1.14352,0.99588,0.98039,0.99086,0.71822,0.23253,0.59404,1.04641,0.0014258,0.0014258,0.0014258 31,204.755,0.25794,0.57997,1.12954,0.99758,1,0.995,0.65546,0.2929,0.53569,1.17732,0.001406,0.001406,0.001406 32,210.705,0.25981,0.59023,1.14197,0.99123,0.96078,0.97752,0.7113,0.24951,0.53056,1.04465,0.0013862,0.0013862,0.0013862 33,217.738,0.25927,0.58286,1.1443,0.99828,1,0.995,0.76497,0.21878,0.37529,1.00619,0.0013664,0.0013664,0.0013664 34,223.275,0.25433,0.55825,1.11915,0.98879,0.84314,0.93602,0.58228,0.34063,0.70089,1.23218,0.0013466,0.0013466,0.0013466 35,230.18,0.25841,0.5804,1.13861,0.99727,0.98039,0.9925,0.75134,0.21602,0.45677,1.00342,0.0013268,0.0013268,0.0013268 36,236.28,0.2532,0.57095,1.13238,0.9975,0.98039,0.99093,0.74316,0.24353,0.43215,1.05353,0.001307,0.001307,0.001307 37,243.19,0.25301,0.57535,1.13453,1,0.99155,0.995,0.72838,0.24188,0.67456,1.0605,0.0012872,0.0012872,0.0012872 38,249.356,0.25509,0.56332,1.13272,1,0.95882,0.99102,0.74599,0.21894,0.44255,1.00044,0.0012674,0.0012674,0.0012674 39,256.308,0.25554,0.5739,1.13027,0.99595,1,0.995,0.75996,0.22547,0.50187,1.01792,0.0012476,0.0012476,0.0012476 40,262.306,0.25143,0.55879,1.12012,0.99711,1,0.995,0.76673,0.21535,0.46243,1.00072,0.0012278,0.0012278,0.0012278 41,268.917,0.2534,0.56009,1.12077,0.99082,1,0.995,0.73951,0.23347,0.66055,1.02986,0.001208,0.001208,0.001208 42,274.828,0.2489,0.5661,1.11458,1,0.91885,0.98684,0.72466,0.22931,0.53634,1.02747,0.0011882,0.0011882,0.0011882 43,281.555,0.25301,0.55236,1.13143,0.99738,1,0.995,0.74646,0.2298,0.49582,1.02689,0.0011684,0.0011684,0.0011684 44,287.74,0.2486,0.53306,1.11907,1,0.97736,0.99364,0.73858,0.23603,0.49003,1.03041,0.0011486,0.0011486,0.0011486 45,294.836,0.24944,0.54158,1.1268,0.99062,1,0.995,0.75756,0.23048,0.60132,1.04024,0.0011288,0.0011288,0.0011288 46,301.451,0.24913,0.53379,1.1269,0.99596,0.98039,0.99048,0.77386,0.20906,0.54314,0.99925,0.001109,0.001109,0.001109 47,308.242,0.24957,0.53985,1.12517,0.99593,1,0.995,0.73996,0.23001,0.52276,1.02912,0.0010892,0.0010892,0.0010892 48,314.344,0.24351,0.53626,1.10608,1,0.99956,0.995,0.74934,0.23199,0.39499,1.03412,0.0010694,0.0010694,0.0010694 49,321.241,0.24759,0.53893,1.11816,1,0.99844,0.995,0.74604,0.22845,0.39064,1.02153,0.0010496,0.0010496,0.0010496 50,327.139,0.2464,0.53694,1.1138,0.99835,0.98039,0.99048,0.71125,0.24541,0.42938,1.07937,0.0010298,0.0010298,0.0010298 51,333.821,0.24154,0.51898,1.10733,0.99567,0.90196,0.97517,0.62595,0.29596,0.61014,1.14221,0.00101,0.00101,0.00101 52,339.882,0.24658,0.53043,1.11979,0.99546,0.98039,0.99323,0.65978,0.27159,0.52309,1.13272,0.0009902,0.0009902,0.0009902 53,346.689,0.24636,0.52582,1.11253,0.99778,0.98039,0.99481,0.69862,0.26351,0.45512,1.08185,0.0009704,0.0009704,0.0009704 54,352.945,0.24152,0.51738,1.10331,0.99739,1,0.995,0.72452,0.24969,0.40628,1.06735,0.0009506,0.0009506,0.0009506 55,359.178,0.24263,0.50863,1.10604,0.99683,1,0.995,0.77739,0.21597,0.42763,1.01173,0.0009308,0.0009308,0.0009308 56,365.965,0.24373,0.51169,1.10391,0.95858,0.90771,0.97651,0.63893,0.29309,0.63256,1.16514,0.000911,0.000911,0.000911 57,372.475,0.24282,0.51188,1.10565,0.9915,0.98039,0.99054,0.75734,0.21952,0.56379,1.01633,0.0008912,0.0008912,0.0008912 58,379.602,0.23912,0.50781,1.09877,1,0.95988,0.98778,0.72449,0.24914,0.46787,1.05661,0.0008714,0.0008714,0.0008714 59,385.13,0.24179,0.51076,1.10568,1,0.95731,0.98289,0.71162,0.23833,0.6395,1.04927,0.0008516,0.0008516,0.0008516 60,392.571,0.23757,0.50074,1.09636,0.99702,0.98039,0.99261,0.76777,0.20872,0.47718,0.99627,0.0008318,0.0008318,0.0008318 61,397.864,0.23342,0.49493,1.09485,0.99568,0.98039,0.9931,0.76937,0.20784,0.45567,1.01043,0.000812,0.000812,0.000812 62,405.506,0.23929,0.49675,1.10508,0.9953,0.96078,0.9827,0.72038,0.24622,0.5664,1.07435,0.0007922,0.0007922,0.0007922 63,411.243,0.2385,0.49568,1.09486,0.99783,0.98039,0.99086,0.76087,0.22259,0.49003,1.01614,0.0007724,0.0007724,0.0007724 64,418.044,0.23775,0.49129,1.08891,0.99544,0.98039,0.99054,0.77224,0.21441,0.51803,1.00319,0.0007526,0.0007526,0.0007526 65,423.941,0.23656,0.49423,1.09174,0.97965,0.94412,0.98937,0.76534,0.21473,0.53841,0.99562,0.0007328,0.0007328,0.0007328 66,430.931,0.23491,0.49057,1.08267,0.99223,0.98039,0.98955,0.76326,0.21453,0.64708,0.99581,0.000713,0.000713,0.000713 67,436.831,0.23603,0.4875,1.08431,0.99649,0.98039,0.99427,0.76543,0.21578,0.47111,0.99195,0.0006932,0.0006932,0.0006932 68,443.698,0.23371,0.48684,1.08189,1,0.97435,0.99379,0.77164,0.215,0.53772,0.99543,0.0006734,0.0006734,0.0006734 69,449.871,0.23341,0.48312,1.0883,0.99289,0.98039,0.99379,0.78205,0.20299,0.46992,0.97694,0.0006536,0.0006536,0.0006536 70,456.649,0.2335,0.48756,1.08284,0.99768,0.98039,0.9931,0.76909,0.21567,0.3792,0.99144,0.0006338,0.0006338,0.0006338 71,462.607,0.22882,0.47871,1.07799,0.99471,0.98039,0.991,0.76463,0.22008,0.44229,1.00736,0.000614,0.000614,0.000614 72,469.768,0.23333,0.48255,1.08936,0.99842,0.92157,0.95471,0.6835,0.25689,0.5887,1.10088,0.0005942,0.0005942,0.0005942 73,476.152,0.22814,0.47147,1.07796,0.99695,0.96078,0.99179,0.75486,0.22212,0.48941,1.01634,0.0005744,0.0005744,0.0005744 74,483.377,0.22914,0.47235,1.08384,1,0.97669,0.9901,0.77219,0.2153,0.39275,0.99558,0.0005546,0.0005546,0.0005546 75,488.716,0.22821,0.47539,1.08204,0.99868,1,0.995,0.74383,0.23322,0.39742,1.03818,0.0005348,0.0005348,0.0005348 76,496.052,0.22693,0.47841,1.0774,0.9966,0.98039,0.99427,0.77597,0.22186,0.42881,1.00906,0.000515,0.000515,0.000515 77,501.774,0.2272,0.46429,1.07859,0.99656,0.98039,0.9925,0.7684,0.21909,0.4223,1.00152,0.0004952,0.0004952,0.0004952 78,508.605,0.22715,0.46817,1.08007,1,0.99833,0.995,0.77597,0.20663,0.39658,0.98381,0.0004754,0.0004754,0.0004754 79,514.483,0.22845,0.46984,1.08602,0.99476,0.98039,0.99297,0.76487,0.22367,0.53976,1.01338,0.0004556,0.0004556,0.0004556 80,521.104,0.22489,0.45308,1.07029,0.99378,0.98039,0.99364,0.76591,0.22644,0.44335,1.01611,0.0004358,0.0004358,0.0004358 81,526.831,0.22808,0.46696,1.08249,0.9984,0.98039,0.99043,0.76392,0.22464,0.40558,1.00919,0.000416,0.000416,0.000416 82,534.261,0.22461,0.45758,1.07345,0.99706,0.98039,0.9918,0.76203,0.22683,0.37658,1.02904,0.0003962,0.0003962,0.0003962 83,539.83,0.2224,0.45574,1.06465,0.9966,0.96078,0.98809,0.77183,0.22791,0.58994,1.00929,0.0003764,0.0003764,0.0003764 84,547.068,0.22321,0.45489,1.07012,0.99534,0.98039,0.99218,0.77586,0.21211,0.4875,0.99631,0.0003566,0.0003566,0.0003566 85,553.422,0.22324,0.44994,1.07037,0.99705,0.98039,0.99122,0.77203,0.21439,0.42988,1.00439,0.0003368,0.0003368,0.0003368 86,560.244,0.22593,0.46254,1.07436,0.99551,0.98039,0.99323,0.7568,0.21436,0.39946,1.00288,0.000317,0.000317,0.000317 87,566.207,0.22535,0.45462,1.07467,0.99768,0.98039,0.99427,0.77229,0.20736,0.36008,0.99378,0.0002972,0.0002972,0.0002972 88,573.201,0.22031,0.44716,1.0635,0.99697,0.98039,0.99481,0.76489,0.21791,0.38311,1.01245,0.0002774,0.0002774,0.0002774 89,579.084,0.22289,0.44359,1.06804,0.99621,0.98039,0.99162,0.77105,0.21459,0.41661,0.99051,0.0002576,0.0002576,0.0002576 90,585.517,0.2213,0.4519,1.07424,0.99675,0.98039,0.99122,0.76516,0.21041,0.42833,0.99584,0.0002378,0.0002378,0.0002378 91,597.175,0.19679,0.38958,1.03361,0.99618,0.98039,0.9925,0.76415,0.21165,0.41842,0.98503,0.000218,0.000218,0.000218 92,603.128,0.19341,0.33723,1.01494,0.99613,0.98039,0.99285,0.76376,0.21456,0.42319,0.99363,0.0001982,0.0001982,0.0001982 93,609.58,0.19245,0.34007,1.02201,0.99697,0.98039,0.99229,0.76732,0.21373,0.38196,0.99964,0.0001784,0.0001784,0.0001784 94,614.558,0.18975,0.33377,1.01562,0.99702,0.98039,0.99285,0.76477,0.21757,0.39742,0.9974,0.0001586,0.0001586,0.0001586 95,620.215,0.18952,0.32777,1.01532,0.9962,0.98039,0.99107,0.7668,0.21387,0.44539,1.0045,0.0001388,0.0001388,0.0001388 96,625.105,0.1894,0.32969,1.01349,0.99492,0.98039,0.9913,0.76397,0.21124,0.43134,0.99738,0.000119,0.000119,0.000119 97,630.785,0.18892,0.32829,1.00956,0.99236,0.98039,0.9908,0.7635,0.21104,0.4798,0.99472,9.92e-05,9.92e-05,9.92e-05 98,636.519,0.18811,0.32653,1.00609,0.99603,0.98039,0.99261,0.77306,0.21321,0.40139,0.99426,7.94e-05,7.94e-05,7.94e-05 99,642.554,0.1863,0.32067,1.00634,0.99516,0.98039,0.9935,0.75723,0.21665,0.41315,1.00323,5.96e-05,5.96e-05,5.96e-05 100,647.259,0.18644,0.31964,1.00625,0.99453,0.98039,0.99297,0.76087,0.21668,0.43148,1.00482,3.98e-05,3.98e-05,3.98e-05