epoch,time,train/ce_loss,train/dice_loss,train/aux_loss,metrics/mIoU,metrics/pixel_acc,val/ce_loss,val/dice_loss,val/aux_loss,lr/pg0,lr/pg1,lr/pg2 1,192.624,0.94045,0.7415,0.43189,0.34869,0.77875,0.6347,0.79284,0,0.00332317,0.00332317,0.0700915 2,381.219,0.5186,0.57664,0.21692,0.41201,0.86193,0.41856,0.75456,0,0.00665632,0.00665632,0.0400913 3,569.653,0.43516,0.51881,0.17847,0.42494,0.8373,0.52406,0.74262,0,0.00998875,0.00998875,0.0100904 4,758.59,0.39305,0.49735,0.15852,0.43021,0.81344,0.54682,0.74113,0,0.00999756,0.00999756,0.00999756 5,946.733,0.37329,0.47452,0.15029,0.45741,0.83858,0.56916,0.72439,0,0.00999566,0.00999566,0.00999566 6,1134.99,0.36211,0.46252,0.14564,0.49181,0.84511,0.48725,0.72271,0,0.00999322,0.00999322,0.00999322 7,1323.49,0.34059,0.45395,0.13729,0.53301,0.87862,0.39383,0.69229,0,0.00999023,0.00999023,0.00999023 8,1511.11,0.32466,0.39493,0.12706,0.46621,0.83727,0.61876,0.58584,0,0.00998671,0.00998671,0.00998671 9,1698.59,0.32568,0.32011,0.12355,0.48263,0.85734,0.48642,0.53414,0,0.00998264,0.00998264,0.00998264 10,1886.08,0.33414,0.30468,0.12516,0.46422,0.85139,0.57199,0.48841,0,0.00997803,0.00997803,0.00997803 11,2073.96,0.32202,0.26534,0.12114,0.5036,0.85338,0.62012,0.46009,0,0.00997288,0.00997288,0.00997288 12,2262.24,0.29853,0.25185,0.11541,0.50802,0.85705,0.50586,0.47167,0,0.0099672,0.0099672,0.0099672 13,2449.15,0.31856,0.26048,0.12086,0.47664,0.85925,0.48032,0.45782,0,0.00996097,0.00996097,0.00996097 14,2637.55,0.29948,0.2431,0.11385,0.51545,0.8829,0.42872,0.45845,0,0.0099542,0.0099542,0.0099542 15,2826.14,0.30349,0.25155,0.1165,0.47684,0.86868,0.50919,0.45172,0,0.0099469,0.0099469,0.0099469 16,3013.41,0.29198,0.24232,0.1122,0.51653,0.85626,0.45497,0.45371,0,0.00993906,0.00993906,0.00993906 17,3201.14,0.30402,0.24504,0.11664,0.52723,0.89434,0.4108,0.44729,0,0.00993068,0.00993068,0.00993068 18,3389.97,0.29309,0.24289,0.11215,0.51353,0.87993,0.4493,0.45454,0,0.00992177,0.00992177,0.00992177 19,3577.87,0.28037,0.23042,0.10866,0.54381,0.87356,0.51975,0.44236,0,0.00991232,0.00991232,0.00991232 20,3765.37,0.2868,0.23132,0.11143,0.51448,0.88226,0.4715,0.44924,0,0.00990234,0.00990234,0.00990234 21,3953.99,0.26929,0.22772,0.10536,0.54277,0.88087,0.45983,0.45431,0,0.00989183,0.00989183,0.00989183 22,4141.42,0.27186,0.23227,0.10566,0.50432,0.85062,0.56592,0.45321,0,0.00988079,0.00988079,0.00988079 23,4329.47,0.27171,0.22672,0.1041,0.52769,0.85311,0.62242,0.45227,0,0.00986922,0.00986922,0.00986922 24,4517.99,0.27555,0.22542,0.10579,0.48691,0.88229,0.48676,0.45972,0,0.00985711,0.00985711,0.00985711 25,4705.41,0.26038,0.21922,0.10003,0.53086,0.87344,0.4937,0.43683,0,0.00984449,0.00984449,0.00984449 26,4893.77,0.26017,0.21423,0.1004,0.54265,0.89987,0.38657,0.4494,0,0.00983133,0.00983133,0.00983133 27,5081.58,0.25594,0.21685,0.09896,0.54662,0.86015,0.52511,0.44678,0,0.00981765,0.00981765,0.00981765 28,5268.97,0.26996,0.22193,0.10546,0.54475,0.87921,0.40557,0.45317,0,0.00980345,0.00980345,0.00980345 29,5457.59,0.26001,0.21151,0.10234,0.56231,0.90803,0.34948,0.43855,0,0.00978873,0.00978873,0.00978873 30,5645.12,0.27562,0.22052,0.10574,0.49297,0.82823,0.67488,0.47832,0,0.00977349,0.00977349,0.00977349 31,5833.83,0.25485,0.21159,0.10005,0.54713,0.90314,0.3805,0.44591,0,0.00975773,0.00975773,0.00975773 32,6021.3,0.26819,0.22252,0.10346,0.56705,0.89932,0.38998,0.43852,0,0.00974145,0.00974145,0.00974145 33,6208.73,0.24496,0.20989,0.09658,0.57853,0.86944,0.43789,0.44173,0,0.00972466,0.00972466,0.00972466 34,6396.82,0.24847,0.21281,0.09662,0.5672,0.88807,0.39425,0.43113,0,0.00970736,0.00970736,0.00970736 35,6583.61,0.25816,0.21147,0.09984,0.56004,0.90016,0.35529,0.44233,0,0.00968955,0.00968955,0.00968955 36,6770.99,0.2489,0.20454,0.09688,0.57688,0.91134,0.36192,0.42594,0,0.00967122,0.00967122,0.00967122 37,6957.93,0.24672,0.20653,0.09486,0.48116,0.82344,0.80215,0.45316,0,0.00965239,0.00965239,0.00965239 38,7144.51,0.24336,0.20463,0.09363,0.56588,0.89252,0.41737,0.42066,0,0.00963306,0.00963306,0.00963306 39,7332.18,0.23907,0.20316,0.0931,0.54775,0.89118,0.40845,0.43549,0,0.00961322,0.00961322,0.00961322 40,7520.38,0.25584,0.20905,0.09914,0.56509,0.8837,0.443,0.43921,0,0.00959289,0.00959289,0.00959289 41,7708.27,0.23922,0.20141,0.0933,0.55032,0.89695,0.40941,0.44573,0,0.00957205,0.00957205,0.00957205 42,7896.17,0.23736,0.19901,0.09274,0.53575,0.86912,0.50331,0.43584,0,0.00955072,0.00955072,0.00955072 43,8084.07,0.24679,0.20163,0.09585,0.53277,0.89579,0.40307,0.43724,0,0.00952889,0.00952889,0.00952889 44,8271.46,0.23617,0.20453,0.09137,0.56473,0.90661,0.4144,0.43596,0,0.00950658,0.00950658,0.00950658 45,8458.74,0.24188,0.20692,0.09408,0.56857,0.90441,0.40897,0.44455,0,0.00948377,0.00948377,0.00948377 46,8646.02,0.23772,0.1988,0.09267,0.60909,0.91198,0.32957,0.40689,0,0.00946048,0.00946048,0.00946048 47,8833.89,0.23157,0.19496,0.08921,0.54864,0.89617,0.42322,0.43309,0,0.00943671,0.00943671,0.00943671 48,9022.09,0.23219,0.19573,0.09011,0.58071,0.92106,0.3534,0.42306,0,0.00941245,0.00941245,0.00941245 49,9209.23,0.24754,0.20373,0.09513,0.56815,0.91028,0.32102,0.42805,0,0.00938772,0.00938772,0.00938772 50,9396.91,0.22941,0.19042,0.08957,0.57804,0.90122,0.39388,0.42165,0,0.00936251,0.00936251,0.00936251 51,9584.4,0.23307,0.1974,0.09041,0.54527,0.91132,0.35654,0.43221,0,0.00933683,0.00933683,0.00933683 52,9772.95,0.22909,0.19587,0.08919,0.60439,0.92549,0.30316,0.42019,0,0.00931067,0.00931067,0.00931067 53,9960.6,0.23141,0.19487,0.09065,0.57981,0.90211,0.39497,0.40885,0,0.00928405,0.00928405,0.00928405 54,10147.6,0.21953,0.19016,0.08638,0.58274,0.91978,0.32237,0.41693,0,0.00925697,0.00925697,0.00925697 55,10334.7,0.22203,0.18684,0.08721,0.54996,0.87819,0.45328,0.41754,0,0.00922942,0.00922942,0.00922942 56,10522,0.21553,0.18457,0.0854,0.53596,0.86615,0.49206,0.45174,0,0.00920142,0.00920142,0.00920142 57,10709.4,0.22409,0.18979,0.08845,0.55397,0.9082,0.38894,0.44537,0,0.00917296,0.00917296,0.00917296 58,10896.7,0.21847,0.18553,0.08573,0.57309,0.89135,0.41083,0.42742,0,0.00914405,0.00914405,0.00914405 59,11084.1,0.22294,0.18687,0.08705,0.60286,0.92014,0.35248,0.4116,0,0.00911469,0.00911469,0.00911469 60,11271.3,0.21147,0.18782,0.0826,0.5979,0.91242,0.34197,0.42258,0,0.00908488,0.00908488,0.00908488 61,11458.7,0.2238,0.19309,0.0871,0.57762,0.88292,0.42652,0.42044,0,0.00905463,0.00905463,0.00905463 62,11646,0.22295,0.1898,0.08756,0.59704,0.91742,0.34482,0.41414,0,0.00902395,0.00902395,0.00902395 63,11834.2,0.2118,0.18713,0.08309,0.58124,0.91367,0.37521,0.41374,0,0.00899282,0.00899282,0.00899282 64,12022.3,0.21442,0.17652,0.08385,0.59557,0.91658,0.35466,0.39766,0,0.00896127,0.00896127,0.00896127 65,12209.8,0.2107,0.16979,0.0818,0.5478,0.8598,0.629,0.42226,0,0.00892928,0.00892928,0.00892928 66,12397.6,0.22577,0.17932,0.08593,0.58873,0.90504,0.39158,0.39797,0,0.00889687,0.00889687,0.00889687 67,12584.2,0.21909,0.18087,0.08559,0.6081,0.90895,0.34021,0.37985,0,0.00886404,0.00886404,0.00886404 68,12771.8,0.21477,0.18222,0.08251,0.59812,0.91503,0.33884,0.38156,0,0.00883079,0.00883079,0.00883079 69,12959.1,0.21542,0.17743,0.08332,0.56975,0.9113,0.35259,0.39419,0,0.00879713,0.00879713,0.00879713 70,13147.6,0.21026,0.18296,0.08083,0.58466,0.88922,0.41149,0.40297,0,0.00876305,0.00876305,0.00876305 71,13336,0.21339,0.18147,0.08328,0.56371,0.86695,0.49381,0.4076,0,0.00872857,0.00872857,0.00872857 72,13523.3,0.2037,0.16762,0.07895,0.58256,0.88717,0.42975,0.4019,0,0.00869368,0.00869368,0.00869368 73,13710.2,0.21811,0.1854,0.08412,0.54468,0.85944,0.73955,0.40815,0,0.00865839,0.00865839,0.00865839 74,13897.8,0.20383,0.17728,0.07976,0.57868,0.90052,0.39054,0.38994,0,0.00862271,0.00862271,0.00862271 75,14085.4,0.20721,0.16921,0.07998,0.59714,0.91208,0.34124,0.38467,0,0.00858664,0.00858664,0.00858664 76,14271.2,0.20008,0.17997,0.07778,0.57691,0.90794,0.37974,0.38693,0,0.00855018,0.00855018,0.00855018 77,14459.1,0.22747,0.18326,0.08698,0.58678,0.89052,0.44064,0.39033,0,0.00851333,0.00851333,0.00851333 78,14647.1,0.20441,0.17316,0.08068,0.57005,0.89419,0.39958,0.39292,0,0.00847611,0.00847611,0.00847611 79,14834.7,0.21597,0.17682,0.08346,0.58395,0.90248,0.34751,0.39884,0,0.00843851,0.00843851,0.00843851 80,15022,0.21058,0.17763,0.08182,0.57583,0.89021,0.44558,0.38754,0,0.00840054,0.00840054,0.00840054 81,15208.1,0.21195,0.17376,0.08255,0.58927,0.90596,0.40671,0.38673,0,0.0083622,0.0083622,0.0083622 82,15394,0.21203,0.16883,0.08169,0.58078,0.90833,0.37202,0.3909,0,0.00832349,0.00832349,0.00832349 83,15580.7,0.20747,0.17822,0.08085,0.59678,0.91021,0.38377,0.38955,0,0.00828443,0.00828443,0.00828443 84,15768,0.19125,0.16459,0.07564,0.60783,0.91378,0.34483,0.38286,0,0.00824502,0.00824502,0.00824502 85,15954.7,0.2056,0.17845,0.08055,0.60332,0.90791,0.35826,0.39364,0,0.00820525,0.00820525,0.00820525 86,16142.2,0.18833,0.16164,0.07385,0.59776,0.91055,0.34889,0.39722,0,0.00816514,0.00816514,0.00816514 87,16329.2,0.19173,0.17441,0.07506,0.60876,0.89791,0.41324,0.38093,0,0.00812468,0.00812468,0.00812468 88,16515,0.19594,0.16573,0.077,0.60136,0.90424,0.4003,0.37423,0,0.00808389,0.00808389,0.00808389 89,16702.1,0.20185,0.17074,0.07837,0.61552,0.90746,0.36999,0.38194,0,0.00804277,0.00804277,0.00804277 90,16888.2,0.21231,0.16787,0.08313,0.59428,0.90848,0.41012,0.385,0,0.00800131,0.00800131,0.00800131 91,17074.4,0.20258,0.17469,0.07855,0.603,0.90585,0.38078,0.38759,0,0.00795954,0.00795954,0.00795954 92,17261.3,0.19776,0.16646,0.07869,0.60487,0.90952,0.35027,0.39651,0,0.00791744,0.00791744,0.00791744 93,17448.4,0.2009,0.17029,0.07928,0.61872,0.91391,0.38836,0.38046,0,0.00787503,0.00787503,0.00787503 94,17635.6,0.19341,0.15703,0.07641,0.60011,0.89812,0.48374,0.38877,0,0.00783231,0.00783231,0.00783231 95,17822.3,0.20567,0.1715,0.08053,0.60193,0.91294,0.37918,0.388,0,0.00778929,0.00778929,0.00778929 96,18009.2,0.19568,0.16882,0.07609,0.60168,0.89969,0.45883,0.38024,0,0.00774596,0.00774596,0.00774596 97,18197.1,0.19582,0.17088,0.07671,0.59711,0.89935,0.42537,0.38606,0,0.00770234,0.00770234,0.00770234 98,18383.6,0.18965,0.16403,0.07472,0.60643,0.8999,0.38957,0.37818,0,0.00765843,0.00765843,0.00765843 99,18570.7,0.1935,0.16498,0.07589,0.60547,0.90887,0.36666,0.385,0,0.00761423,0.00761423,0.00761423 100,18756,0.19742,0.16124,0.07761,0.59204,0.89861,0.44267,0.40304,0,0.00756976,0.00756976,0.00756976 101,18943,0.18375,0.15354,0.0729,0.61621,0.90961,0.38226,0.38914,0,0.007525,0.007525,0.007525 102,19128.3,0.19083,0.15995,0.07557,0.63146,0.92361,0.31844,0.37364,0,0.00747997,0.00747997,0.00747997 103,19314.8,0.19383,0.1652,0.07616,0.61496,0.91721,0.33439,0.37893,0,0.00743468,0.00743468,0.00743468 104,19502.2,0.19706,0.16017,0.07587,0.57952,0.87592,0.47453,0.39861,0,0.00738913,0.00738913,0.00738913 105,19689.2,0.19015,0.16629,0.07408,0.58957,0.86678,0.59755,0.39542,0,0.00734332,0.00734332,0.00734332 106,19876.6,0.19232,0.16341,0.0759,0.59312,0.89704,0.40096,0.3927,0,0.00729725,0.00729725,0.00729725 107,20062.8,0.19009,0.15776,0.07343,0.59389,0.87062,0.51369,0.38406,0,0.00725094,0.00725094,0.00725094 108,20249,0.19147,0.15264,0.07599,0.61719,0.91225,0.38579,0.37568,0,0.00720439,0.00720439,0.00720439 109,20435.3,0.17962,0.15827,0.07196,0.61096,0.90327,0.40293,0.374,0,0.00715761,0.00715761,0.00715761 110,20622,0.18531,0.15956,0.07366,0.59504,0.91213,0.35716,0.39399,0,0.00711059,0.00711059,0.00711059 111,20809.2,0.18795,0.15967,0.07316,0.61458,0.91721,0.35772,0.38319,0,0.00706335,0.00706335,0.00706335 112,20996.6,0.18579,0.15863,0.07409,0.60256,0.89669,0.40871,0.38255,0,0.00701588,0.00701588,0.00701588 113,21183.1,0.18255,0.15155,0.07258,0.61324,0.91043,0.36432,0.38369,0,0.0069682,0.0069682,0.0069682 114,21370.1,0.18385,0.15584,0.07264,0.62717,0.92433,0.31562,0.36688,0,0.00692031,0.00692031,0.00692031 115,21558.3,0.18616,0.1595,0.07339,0.61122,0.90948,0.35269,0.37525,0,0.00687222,0.00687222,0.00687222 116,21745.4,0.17931,0.15433,0.07161,0.58345,0.90808,0.36471,0.38054,0,0.00682392,0.00682392,0.00682392 117,21932.3,0.19325,0.15821,0.07537,0.6,0.9016,0.38974,0.38143,0,0.00677543,0.00677543,0.00677543 118,22119.9,0.18874,0.15873,0.07352,0.61599,0.91486,0.36884,0.38235,0,0.00672675,0.00672675,0.00672675 119,22306.6,0.19066,0.15672,0.07414,0.61328,0.91525,0.34593,0.36453,0,0.00667789,0.00667789,0.00667789 120,22493.7,0.18658,0.15363,0.07349,0.62802,0.92048,0.34911,0.37342,0,0.00662885,0.00662885,0.00662885 121,22680.5,0.18469,0.15071,0.07271,0.6205,0.91926,0.34054,0.36748,0,0.00657963,0.00657963,0.00657963 122,22868,0.19017,0.15669,0.07416,0.61484,0.91517,0.36776,0.37518,0,0.00653025,0.00653025,0.00653025 123,23054.3,0.17832,0.15184,0.07023,0.63064,0.92038,0.3344,0.36406,0,0.00648071,0.00648071,0.00648071 124,23241.3,0.18588,0.15218,0.07294,0.62971,0.92388,0.32881,0.36185,0,0.00643101,0.00643101,0.00643101 125,23427.8,0.18285,0.14928,0.0733,0.62658,0.91465,0.34363,0.36641,0,0.00638115,0.00638115,0.00638115 126,23615.1,0.17938,0.14904,0.07097,0.59579,0.9063,0.37255,0.37592,0,0.00633115,0.00633115,0.00633115 127,23801.9,0.17655,0.15215,0.07057,0.6276,0.9246,0.33527,0.36864,0,0.00628101,0.00628101,0.00628101 128,23988.6,0.18901,0.15616,0.0747,0.6191,0.91068,0.39106,0.36509,0,0.00623074,0.00623074,0.00623074 129,24174.8,0.18587,0.15366,0.07389,0.61851,0.91233,0.37924,0.3639,0,0.00618034,0.00618034,0.00618034 130,24361.4,0.17299,0.15307,0.06936,0.60717,0.91264,0.36863,0.37278,0,0.00612981,0.00612981,0.00612981 131,24549.3,0.17333,0.14967,0.06851,0.6287,0.92525,0.33454,0.36537,0,0.00607916,0.00607916,0.00607916 132,24735.6,0.18408,0.15006,0.07259,0.58969,0.87197,0.4548,0.37981,0,0.0060284,0.0060284,0.0060284 133,24923,0.17625,0.15046,0.07041,0.60964,0.89854,0.37936,0.36714,0,0.00597754,0.00597754,0.00597754 134,25109.5,0.17962,0.15437,0.07011,0.61432,0.90415,0.35692,0.38507,0,0.00592657,0.00592657,0.00592657 135,25296.6,0.18106,0.14759,0.07159,0.60993,0.88831,0.46102,0.37552,0,0.00587551,0.00587551,0.00587551 136,25483.2,0.17914,0.15397,0.0716,0.62108,0.91882,0.36957,0.36728,0,0.00582435,0.00582435,0.00582435 137,25670.8,0.17041,0.14686,0.06791,0.60561,0.9124,0.40291,0.36649,0,0.00577311,0.00577311,0.00577311 138,25857.8,0.1713,0.14662,0.0678,0.61919,0.91728,0.34096,0.36611,0,0.00572179,0.00572179,0.00572179 139,26044.2,0.17743,0.15087,0.06969,0.6225,0.91156,0.39343,0.36886,0,0.0056704,0.0056704,0.0056704 140,26230.3,0.16714,0.14413,0.06729,0.62007,0.92021,0.34396,0.36474,0,0.00561894,0.00561894,0.00561894 141,26417,0.16845,0.14971,0.06681,0.6225,0.91394,0.37437,0.37614,0,0.00556742,0.00556742,0.00556742 142,26604.1,0.1672,0.14743,0.06695,0.61891,0.91729,0.33774,0.37849,0,0.00551584,0.00551584,0.00551584 143,26790.4,0.17301,0.14231,0.06857,0.6241,0.92042,0.33693,0.36867,0,0.00546421,0.00546421,0.00546421 144,26977.7,0.1653,0.14239,0.06576,0.60803,0.91222,0.38788,0.37471,0,0.00541253,0.00541253,0.00541253 145,27164.8,0.17074,0.14437,0.06747,0.61272,0.9179,0.375,0.36751,0,0.00536081,0.00536081,0.00536081 146,27351.5,0.17616,0.14944,0.07009,0.62513,0.91588,0.37369,0.36247,0,0.00530906,0.00530906,0.00530906 147,27539,0.16814,0.14539,0.0678,0.62792,0.92037,0.34902,0.3564,0,0.00525728,0.00525728,0.00525728 148,27726.6,0.16852,0.14345,0.06686,0.62969,0.92289,0.3179,0.36254,0,0.00520548,0.00520548,0.00520548 149,27914.8,0.16403,0.14539,0.0665,0.62921,0.91923,0.34611,0.36433,0,0.00515366,0.00515366,0.00515366 150,28100.9,0.1747,0.14308,0.06851,0.61949,0.91811,0.34897,0.36622,0,0.00510184,0.00510184,0.00510184 151,28286.9,0.15975,0.13871,0.06446,0.6222,0.90825,0.38892,0.37434,0,0.00505,0.00505,0.00505 152,28473.9,0.16303,0.14114,0.06466,0.61826,0.91218,0.395,0.36799,0,0.00499816,0.00499816,0.00499816