epoch,time,train/box_loss,train/seg_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),metrics/precision(M),metrics/recall(M),metrics/mAP50(M),metrics/mAP50-95(M),val/box_loss,val/seg_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2 1,6.88804,1.97402,4.91511,4.03482,2.27646,0,0,0,0,0,0,0,0,2.67278,205.848,3.84507,3.42659,0.08614,0.00014,0.00014 2,13.3489,1.65024,3.51076,2.80945,1.91335,0,0,0,0,0,0,0,0,2.63612,69.2695,3.69239,3.53817,0.0712895,0.000289522,0.000289522 3,19.5899,1.62669,3.30975,2.43413,1.87179,0,0,0,0,0,0,0,0,1.66918,88.0634,3.12933,2.28766,0.0564385,0.000438548,0.000438548 4,25.5159,1.58491,3.28289,2.39031,1.91478,0,0,0,0,0,0,0,0,1.45539,51.9069,2.5997,2.14874,0.0415871,0.000587079,0.000587079 5,31.4812,1.52591,3.03167,2.27545,1.81433,0,0,0,0,0,0,0,0,1.22954,10.2092,2.73619,1.77785,0.0267351,0.000735116,0.000735116 6,37.6619,1.65731,3.09977,2.18333,1.89385,0.50562,0.48913,0.51583,0.36007,0.36646,0.22826,0.27908,0.09012,1.30079,8.13456,2.08007,1.77387,0.0118827,0.000882657,0.000882657 7,43.7452,1.5957,3.03643,2.11775,1.83517,0.54333,0.59491,0.59018,0.38153,0.52218,0.5702,0.5693,0.3177,1.34646,4.98602,2.02633,1.85999,0.0009901,0.0009901,0.0009901 8,49.6823,1.56529,2.98801,2.01347,1.82507,0.73846,0.52174,0.65571,0.45352,0.67692,0.47826,0.59081,0.33708,1.25603,4.80896,1.64472,1.67658,0.00098845,0.00098845,0.00098845 9,55.6343,1.5567,3.05851,2.13579,1.81513,0.65811,0.41851,0.52821,0.30816,0.55387,0.42391,0.49998,0.30549,1.64135,5.21464,2.05992,2.19114,0.0009868,0.0009868,0.0009868 10,61.5257,1.43206,2.74828,1.92867,1.6973,0.69643,0.42391,0.58273,0.35353,0.67857,0.41304,0.55905,0.28739,1.57503,5.66604,1.75383,2.07145,0.00098515,0.00098515,0.00098515 11,67.6507,1.47115,2.72807,1.87469,1.71129,0.66686,0.43516,0.54168,0.35722,0.67003,0.43478,0.52669,0.36478,1.35136,3.4134,1.88803,1.8956,0.0009835,0.0009835,0.0009835 12,73.743,1.4594,2.67218,1.84407,1.72962,0.73376,0.57609,0.69062,0.4424,0.66454,0.52174,0.63243,0.38677,1.37494,4.0581,1.51948,1.80614,0.00098185,0.00098185,0.00098185 13,79.8478,1.47864,2.63418,1.79638,1.72033,0.80381,0.6413,0.73842,0.52177,0.77598,0.61957,0.72105,0.42747,1.20308,3.36053,1.29788,1.64323,0.0009802,0.0009802,0.0009802 14,85.6773,1.48547,2.99703,1.85566,1.75149,0.8,0.30435,0.54234,0.41835,0.8,0.30435,0.54234,0.42894,1.20806,2.9852,1.98038,1.70027,0.00097855,0.00097855,0.00097855 15,91.6825,1.40087,2.59224,1.72844,1.66067,0.71429,0.65217,0.71679,0.50839,0.71429,0.65217,0.71924,0.45358,1.2085,3.09375,1.36011,1.73395,0.0009769,0.0009769,0.0009769 16,97.6987,1.39156,2.48299,1.70118,1.66341,0.85366,0.38043,0.62592,0.49193,0.85366,0.38043,0.62592,0.45507,1.29487,2.8868,1.9212,1.69413,0.00097525,0.00097525,0.00097525 17,103.838,1.36737,2.59143,1.6895,1.65078,0.73738,0.63043,0.7173,0.4945,0.72822,0.61957,0.70643,0.46386,1.12937,2.51481,1.73096,1.64098,0.0009736,0.0009736,0.0009736 18,109.87,1.39096,2.70973,1.71178,1.65425,0.6932,0.6413,0.676,0.49243,0.6932,0.6413,0.676,0.49615,1.13441,2.46109,1.57365,1.5862,0.00097195,0.00097195,0.00097195 19,115.873,1.29587,2.51101,1.65983,1.60384,0.77594,0.69565,0.79324,0.5483,0.77929,0.69565,0.78202,0.58883,1.17125,2.10223,1.26103,1.59829,0.0009703,0.0009703,0.0009703 20,121.85,1.3266,2.31458,1.62432,1.62937,0.63529,0.58696,0.63036,0.42469,0.62353,0.57609,0.61145,0.37743,1.41456,3.82447,1.41746,1.86993,0.00096865,0.00096865,0.00096865 21,127.836,1.29301,2.47853,1.58868,1.56688,0.76316,0.63043,0.72438,0.49923,0.64474,0.53261,0.60733,0.33723,1.22955,4.33279,1.38307,1.6338,0.000967,0.000967,0.000967 22,133.91,1.39495,2.50605,1.65608,1.67725,0.62855,0.58859,0.61749,0.40512,0.65021,0.56574,0.60558,0.35656,1.36001,3.26202,1.39811,1.7376,0.00096535,0.00096535,0.00096535 23,139.904,1.3137,2.30421,1.58413,1.54906,0.83107,0.6087,0.74403,0.57703,0.83107,0.6087,0.74422,0.57455,1.12985,2.26044,1.16122,1.55217,0.0009637,0.0009637,0.0009637 24,145.856,1.2389,2.18815,1.41861,1.55047,0.88889,0.52174,0.72412,0.50234,0.85185,0.5,0.7011,0.4961,1.26905,2.31156,1.49613,1.645,0.00096205,0.00096205,0.00096205 25,151.974,1.26466,2.34751,1.47276,1.55412,0.73527,0.66419,0.73315,0.53757,0.72345,0.68246,0.74681,0.54429,1.11854,2.33801,1.18845,1.55928,0.0009604,0.0009604,0.0009604 26,158.022,1.2714,2.38229,1.51642,1.57465,0.79545,0.68478,0.78023,0.56578,0.79545,0.68478,0.78023,0.55027,1.14837,2.37633,1.40952,1.69446,0.00095875,0.00095875,0.00095875 27,163.984,1.25661,2.32376,1.43521,1.55045,0.80645,0.67939,0.75203,0.54029,0.80645,0.67939,0.7455,0.54523,1.20955,2.12542,1.13433,1.73553,0.0009571,0.0009571,0.0009571 28,169.992,1.26346,2.35202,1.51058,1.55791,0.80282,0.61957,0.74325,0.56624,0.78873,0.6087,0.73121,0.57959,1.10057,2.12079,1.20252,1.57143,0.00095545,0.00095545,0.00095545 29,176.006,1.21817,2.25304,1.43778,1.52915,0.7987,0.79348,0.83658,0.63908,0.7987,0.79348,0.83658,0.63381,1.02505,1.92383,1.01432,1.46337,0.0009538,0.0009538,0.0009538 30,182.076,1.23693,2.41984,1.45992,1.53552,0.86765,0.71739,0.81872,0.55935,0.86765,0.71739,0.82349,0.57802,1.16638,1.95208,1.24097,1.58596,0.00095215,0.00095215,0.00095215 31,188.14,1.27689,2.35689,1.45058,1.58659,0.81734,0.75,0.8328,0.61705,0.81734,0.75,0.83305,0.63528,1.02262,2.42131,1.07803,1.47792,0.0009505,0.0009505,0.0009505 32,194.065,1.27694,2.2943,1.41602,1.53873,0.8871,0.6833,0.79011,0.57696,0.87299,0.67243,0.77604,0.57777,1.10329,2.52317,1.27064,1.5092,0.00094885,0.00094885,0.00094885 33,200.072,1.25166,2.33585,1.40262,1.5082,0.90465,0.72196,0.85541,0.61482,0.8265,0.77675,0.85432,0.64893,1.0853,1.78895,1.05848,1.53423,0.0009472,0.0009472,0.0009472 34,206.057,1.23092,2.18272,1.38819,1.5293,0.81861,0.6413,0.76865,0.56798,0.76471,0.70652,0.78789,0.58296,1.09273,2.21768,1.03941,1.56137,0.00094555,0.00094555,0.00094555 35,212.022,1.18591,2.16811,1.28603,1.50001,0.89558,0.58696,0.73864,0.54821,0.89558,0.58696,0.73864,0.55582,1.14834,2.44709,1.19243,1.60519,0.0009439,0.0009439,0.0009439 36,218.016,1.23524,2.2608,1.33871,1.54251,0.90849,0.64754,0.80284,0.60604,0.89324,0.63667,0.78842,0.63782,1.14329,1.91509,1.04897,1.56433,0.00094225,0.00094225,0.00094225 37,224.003,1.19957,2.27707,1.37176,1.48612,0.71641,0.82378,0.83448,0.61017,0.76815,0.76087,0.82211,0.62733,1.01109,1.65899,1.14098,1.44931,0.0009406,0.0009406,0.0009406 38,229.967,1.18459,2.16658,1.36797,1.52026,0.88676,0.72826,0.84111,0.62563,0.87121,0.71739,0.8303,0.6214,1.05835,1.72454,1.08264,1.4785,0.00093895,0.00093895,0.00093895 39,236.089,1.17425,2.10851,1.30076,1.49878,0.77613,0.73913,0.80577,0.6142,0.80249,0.70664,0.79866,0.64316,1.00282,1.59793,1.13329,1.45772,0.0009373,0.0009373,0.0009373 40,242.085,1.2093,2.23692,1.34587,1.54176,0.75948,0.75512,0.80881,0.61551,0.75948,0.75512,0.81385,0.638,1.00604,1.79328,1.04795,1.43473,0.00093565,0.00093565,0.00093565 41,248.07,1.22816,2.13481,1.30526,1.55454,0.79823,0.72826,0.80354,0.59092,0.79054,0.71739,0.78537,0.64712,1.0157,1.61278,1.0451,1.40143,0.000934,0.000934,0.000934 42,254.078,1.23709,2.12086,1.30115,1.55646,0.78629,0.70652,0.78949,0.60942,0.80001,0.70652,0.78319,0.61952,0.8963,1.67491,1.04281,1.33272,0.00093235,0.00093235,0.00093235 43,260.182,1.21684,2.18283,1.39977,1.51593,0.75038,0.73913,0.78544,0.57801,0.73934,0.72826,0.77752,0.57426,1.05546,1.8077,1.12133,1.50663,0.0009307,0.0009307,0.0009307 44,266.271,1.2023,2.17727,1.32879,1.49021,0.73635,0.67391,0.73081,0.57289,0.73635,0.67391,0.73081,0.5605,1.06287,2.02345,1.14619,1.53054,0.00092905,0.00092905,0.00092905 45,272.3,1.2391,2.2425,1.38783,1.52092,0.80607,0.67772,0.7495,0.57916,0.80539,0.67475,0.75121,0.59125,1.01104,1.73499,1.08787,1.45691,0.0009274,0.0009274,0.0009274 46,278.265,1.19738,2.22292,1.363,1.50948,0.78941,0.76087,0.83244,0.60335,0.80167,0.77174,0.84355,0.61138,1.04327,2.07478,1.03141,1.49621,0.00092575,0.00092575,0.00092575 47,284.266,1.20593,2.13838,1.29709,1.5274,0.84165,0.68478,0.80028,0.57609,0.85501,0.69565,0.80927,0.55372,1.28955,2.37241,1.05437,1.67541,0.0009241,0.0009241,0.0009241 48,290.351,1.21788,2.17476,1.28502,1.52956,0.82973,0.66304,0.77938,0.58872,0.82973,0.66304,0.77344,0.61061,1.06543,2.30743,1.01801,1.56916,0.00092245,0.00092245,0.00092245 49,296.454,1.17191,2.14714,1.27987,1.48152,0.83827,0.70652,0.82491,0.62949,0.82511,0.69565,0.81694,0.62548,1.01111,1.99934,0.92805,1.41195,0.0009208,0.0009208,0.0009208 50,302.499,1.13445,2.19876,1.24892,1.4597,0.86667,0.70652,0.82238,0.61561,0.85333,0.69565,0.8111,0.64577,1.07226,2.1279,1.04195,1.54736,0.00091915,0.00091915,0.00091915 51,308.525,1.11361,1.95046,1.18648,1.43633,0.91807,0.68478,0.81862,0.63861,0.93287,0.69565,0.8277,0.64087,1.01123,2.41784,1.02319,1.58951,0.0009175,0.0009175,0.0009175 52,314.567,1.17495,2.10467,1.24373,1.49881,0.89864,0.75,0.8571,0.65889,0.90701,0.71739,0.84935,0.6488,1.02695,2.22404,0.96039,1.53376,0.00091585,0.00091585,0.00091585 53,320.564,1.13227,2.04675,1.16896,1.46445,0.86961,0.72826,0.82625,0.61481,0.88226,0.70652,0.82384,0.63725,1.01616,1.84295,0.97548,1.41695,0.0009142,0.0009142,0.0009142 54,326.577,1.1951,2.13944,1.25886,1.47534,0.93819,0.71739,0.82494,0.61236,0.95085,0.72826,0.84211,0.63427,1.01838,2.12585,1.00401,1.5267,0.00091255,0.00091255,0.00091255 55,332.569,1.18792,2.08067,1.23328,1.50016,0.92262,0.64804,0.79737,0.57952,0.9381,0.65891,0.81071,0.59665,1.14735,2.35002,1.15972,1.59343,0.0009109,0.0009109,0.0009109 56,338.449,1.13673,2.04537,1.21186,1.44258,0.9501,0.63043,0.79715,0.58092,0.91702,0.6087,0.77284,0.58733,1.11097,2.5289,1.19491,1.55528,0.00090925,0.00090925,0.00090925 57,344.484,1.14206,2.01314,1.1719,1.47734,0.90278,0.70652,0.83495,0.63657,0.88889,0.69565,0.81936,0.62945,1.04362,2.09053,0.91967,1.57571,0.0009076,0.0009076,0.0009076 58,350.413,1.10176,1.96578,1.17516,1.42843,0.94238,0.71113,0.83837,0.65973,0.94238,0.71113,0.83837,0.6792,0.98393,1.66816,0.94897,1.5126,0.00090595,0.00090595,0.00090595 59,356.395,1.07376,2.01453,1.1946,1.42713,0.93548,0.63043,0.79999,0.62598,0.91935,0.61957,0.78774,0.64233,1.04681,1.95607,1.08324,1.57995,0.0009043,0.0009043,0.0009043 60,362.348,1.08025,1.95109,1.14229,1.40864,0.81928,0.73913,0.82649,0.63554,0.83313,0.72826,0.81613,0.64397,1.00081,1.83319,1.00552,1.48253,0.00090265,0.00090265,0.00090265 61,368.385,1.06986,1.88698,1.09852,1.4145,0.91892,0.73913,0.85316,0.63048,0.89189,0.71739,0.83707,0.58929,1.1443,2.64713,1.0054,1.66049,0.000901,0.000901,0.000901 62,374.35,1.10734,1.92048,1.17694,1.4371,0.93009,0.72304,0.84131,0.65492,0.93009,0.72304,0.84131,0.68931,1.06833,1.70461,1.00547,1.53557,0.00089935,0.00089935,0.00089935 63,380.373,1.07489,1.93593,1.22836,1.40189,0.85021,0.70652,0.81231,0.63609,0.83713,0.69565,0.79903,0.66222,0.99788,1.90354,1.00927,1.47069,0.0008977,0.0008977,0.0008977 64,386.394,1.12086,1.95813,1.2071,1.4371,0.88104,0.78261,0.85601,0.65155,0.86836,0.77174,0.84186,0.65661,1.01584,1.8142,0.92233,1.50359,0.00089605,0.00089605,0.00089605 65,392.447,1.0684,1.83631,1.13814,1.42509,0.88087,0.77174,0.867,0.65247,0.88087,0.77174,0.87305,0.65718,0.97804,1.81559,0.94229,1.49463,0.0008944,0.0008944,0.0008944 66,398.459,1.07009,1.96563,1.12493,1.41528,0.88684,0.75,0.85938,0.65117,0.87351,0.73913,0.8475,0.63029,1.04985,2.00793,0.97805,1.52436,0.00089275,0.00089275,0.00089275 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