epoch,train_loss,val_loss,F1,IoU,Precision,Recall,OA,Kappa,MCC,AUC,lr
1,0.3954,0.3021,0.8276,0.7059,0.7859,0.8739,0.9445,0.7946,0.7962,0.9783,1.99e-04
2,0.336,0.2897,0.8287,0.7075,0.7683,0.8994,0.9434,0.795,0.7986,0.9812,1.95e-04
3,0.2944,0.2264,0.8144,0.687,0.8003,0.8291,0.9425,0.7804,0.7806,0.9713,1.89e-04
4,0.24,0.1866,0.8408,0.7253,0.851,0.8308,0.9521,0.8126,0.8126,0.9775,1.81e-04
5,0.2256,0.2096,0.8167,0.6901,0.7713,0.8677,0.9407,0.7815,0.7834,0.9778,1.71e-04
6,0.2161,0.1836,0.8493,0.7381,0.8435,0.8553,0.9538,0.8221,0.8221,0.9783,1.59e-04
7,0.1952,0.175,0.8579,0.7512,0.8496,0.8664,0.9564,0.8321,0.8322,0.9818,1.46e-04
8,0.1812,0.1652,0.8571,0.7499,0.808,0.9125,0.9537,0.8296,0.8318,0.9851,1.31e-04
9,0.1762,0.16,0.8632,0.7593,0.8691,0.8574,0.9587,0.8389,0.8389,0.9846,1.16e-04
10,0.171,0.1647,0.8632,0.7594,0.8622,0.8642,0.9583,0.8386,0.8386,0.9828,1.01e-04
11,0.1587,0.146,0.8733,0.7751,0.8567,0.8906,0.9607,0.8501,0.8503,0.9873,8.49e-05
12,0.1519,0.1489,0.8773,0.7813,0.884,0.8706,0.9629,0.8554,0.8554,0.9866,6.98e-05
13,0.1404,0.1407,0.8794,0.7848,0.8688,0.8903,0.9629,0.8575,0.8575,0.9886,5.53e-05
14,0.132,0.1388,0.8805,0.7865,0.8734,0.8878,0.9634,0.8589,0.8589,0.9884,4.20e-05
15,0.1294,0.1316,0.8825,0.7898,0.8811,0.884,0.9642,0.8614,0.8614,0.9901,3.01e-05
16,0.1244,0.1312,0.885,0.7937,0.8749,0.8953,0.9645,0.864,0.8641,0.9903,2.00e-05
17,0.1197,0.1274,0.8862,0.7956,0.8786,0.894,0.9651,0.8656,0.8656,0.9901,1.18e-05
18,0.1162,0.1272,0.8869,0.7967,0.8822,0.8916,0.9654,0.8664,0.8664,0.9904,5.87e-06
19,0.1135,0.1276,0.8865,0.7962,0.8854,0.8877,0.9654,0.8661,0.8661,0.9899,2.23e-06
20,0.1137,0.1261,0.8861,0.7954,0.8761,0.8962,0.9649,0.8653,0.8654,0.9904,2.00e-04
21,0.1784,0.1613,0.8631,0.7591,0.8692,0.8571,0.9586,0.8387,0.8387,0.9857,2.00e-04
22,0.1766,0.1706,0.8461,0.7332,0.8168,0.8775,0.9513,0.8172,0.8179,0.9826,1.99e-04
23,0.1688,0.1685,0.8542,0.7454,0.8189,0.8926,0.9536,0.8266,0.8277,0.9851,1.97e-04
24,0.166,0.1552,0.8677,0.7663,0.8903,0.8462,0.9607,0.8446,0.845,0.985,1.95e-04
25,0.1619,0.1611,0.8629,0.7589,0.852,0.8741,0.9577,0.8379,0.838,0.9865,1.92e-04
26,0.1607,0.1541,0.8669,0.7651,0.8709,0.863,0.9597,0.8432,0.8432,0.9846,1.89e-04
27,0.1518,0.1625,0.8602,0.7547,0.8323,0.8901,0.956,0.8341,0.8348,0.9854,1.85e-04
28,0.1488,0.1479,0.8724,0.7737,0.8632,0.8819,0.9608,0.8492,0.8493,0.987,1.81e-04
29,0.1459,0.143,0.8751,0.7779,0.8668,0.8836,0.9616,0.8524,0.8525,0.9883,1.76e-04
30,0.1439,0.1529,0.8615,0.7567,0.8042,0.9276,0.9545,0.8345,0.8375,0.9879,1.71e-04
31,0.1399,0.1541,0.8686,0.7677,0.87,0.8672,0.96,0.845,0.845,0.9863,1.65e-04
32,0.1361,0.1494,0.873,0.7746,0.8472,0.9003,0.9601,0.8493,0.8499,0.9869,1.59e-04
33,0.13,0.1414,0.8785,0.7833,0.8655,0.8918,0.9624,0.8562,0.8564,0.9882,1.52e-04
34,0.1258,0.1378,0.8775,0.7818,0.8516,0.9051,0.9615,0.8547,0.8553,0.989,1.46e-04
35,0.1221,0.1324,0.8832,0.7908,0.8753,0.8913,0.9642,0.862,0.8621,0.989,1.39e-04
36,0.1202,0.1369,0.8777,0.782,0.8419,0.9167,0.9612,0.8546,0.8557,0.9889,1.31e-04
37,0.1186,0.1323,0.8834,0.7911,0.8794,0.8873,0.9643,0.8623,0.8623,0.9899,1.24e-04
38,0.1116,0.1273,0.8877,0.7981,0.8928,0.8827,0.966,0.8677,0.8677,0.9897,1.16e-04
39,0.1094,0.1338,0.8843,0.7927,0.8917,0.8771,0.965,0.8638,0.8638,0.9896,1.08e-04
40,0.1046,0.1328,0.8856,0.7946,0.8918,0.8795,0.9654,0.8652,0.8652,0.9892,1.01e-04
41,0.1029,0.1296,0.8902,0.8022,0.8933,0.8872,0.9667,0.8706,0.8707,0.9902,9.27e-05
42,0.1001,0.1279,0.8924,0.8056,0.8921,0.8927,0.9673,0.8731,0.8731,0.9903,8.49e-05
43,0.0962,0.1243,0.8963,0.8121,0.8963,0.8963,0.9684,0.8777,0.8777,0.9893,7.73e-05
44,0.0949,0.1182,0.8981,0.8151,0.8867,0.9099,0.9686,0.8795,0.8796,0.9906,6.98e-05
45,0.0918,0.1245,0.8947,0.8094,0.8922,0.8971,0.9678,0.8757,0.8757,0.9905,6.24e-05
46,0.0889,0.1175,0.8969,0.8131,0.8902,0.9037,0.9685,0.8783,0.8783,0.9918,5.53e-05
47,0.0864,0.1187,0.8998,0.8179,0.8894,0.9106,0.9692,0.8816,0.8817,0.9912,4.85e-05
48,0.0847,0.1176,0.8985,0.8158,0.9038,0.8934,0.9693,0.8804,0.8805,0.9913,4.20e-05
49,0.083,0.1085,0.9001,0.8183,0.8873,0.9132,0.9692,0.8819,0.882,0.9926,3.59e-05
50,0.0844,0.1187,0.8971,0.8135,0.9007,0.8936,0.9689,0.8788,0.8788,0.9909,3.01e-05
51,0.08,0.1154,0.9009,0.8197,0.8984,0.9034,0.9697,0.883,0.883,0.9914,2.48e-05
52,0.0777,0.1146,0.9014,0.8206,0.9015,0.9014,0.97,0.8838,0.8838,0.9919,2.00e-05
53,0.0791,0.1107,0.9016,0.8209,0.8954,0.908,0.9698,0.8838,0.8838,0.9924,1.57e-05
54,0.0773,0.113,0.9022,0.8218,0.9027,0.9017,0.9702,0.8846,0.8846,0.9921,1.18e-05
55,0.0765,0.1119,0.9024,0.8222,0.9074,0.8974,0.9705,0.885,0.885,0.9925,8.57e-06
56,0.0765,0.1101,0.9043,0.8252,0.9028,0.9057,0.9708,0.887,0.887,0.9927,5.87e-06
57,0.0745,0.1113,0.9038,0.8244,0.8996,0.9079,0.9706,0.8864,0.8864,0.9921,3.75e-06
58,0.074,0.113,0.9022,0.8218,0.9051,0.8993,0.9704,0.8847,0.8847,0.992,2.23e-06
59,0.0736,0.1122,0.9031,0.8234,0.9038,0.9025,0.9706,0.8858,0.8858,0.9919,1.31e-06
60,0.0731,0.1114,0.903,0.8232,0.8993,0.9068,0.9704,0.8856,0.8856,0.9921,2.00e-04
61,0.1294,0.1437,0.873,0.7747,0.8549,0.892,0.9605,0.8497,0.8499,0.987,2.00e-04
62,0.1306,0.1463,0.8758,0.779,0.8474,0.9061,0.9609,0.8526,0.8533,0.986,2.00e-04
63,0.121,0.1558,0.8766,0.7803,0.8657,0.8877,0.962,0.8541,0.8542,0.9809,1.99e-04
64,0.1123,0.1433,0.8809,0.7872,0.8939,0.8684,0.9643,0.8599,0.8601,0.9855,1.99e-04
65,0.115,0.1412,0.8778,0.7821,0.8476,0.9101,0.9614,0.8549,0.8556,0.9892,1.98e-04
66,0.1114,0.141,0.8841,0.7923,0.8716,0.897,0.9642,0.863,0.8631,0.9875,1.97e-04
67,0.1091,0.1338,0.8834,0.7911,0.9061,0.8618,0.9654,0.8631,0.8634,0.9907,1.96e-04
68,0.108,0.1523,0.8817,0.7885,0.8819,0.8816,0.964,0.8605,0.8605,0.9846,1.95e-04
69,0.1035,0.1259,0.8898,0.8015,0.8941,0.8855,0.9666,0.8701,0.8702,0.9907,1.94e-04
70,0.1083,0.1374,0.8844,0.7928,0.8754,0.8937,0.9644,0.8634,0.8635,0.9882,1.92e-04
71,0.1041,0.1381,0.8811,0.7875,0.8879,0.8744,0.9641,0.86,0.86,0.987,1.91e-04
72,0.1031,0.1374,0.8785,0.7833,0.8515,0.9072,0.9619,0.8559,0.8565,0.9903,1.89e-04
73,0.1028,0.1358,0.8829,0.7904,0.853,0.915,0.9631,0.8611,0.8618,0.9885,1.87e-04
74,0.0992,0.1181,0.8913,0.8039,0.8649,0.9193,0.9659,0.8711,0.8716,0.9914,1.85e-04
75,0.0969,0.1183,0.8923,0.8056,0.8957,0.8889,0.9674,0.8731,0.8731,0.9913,1.83e-04
76,0.0942,0.1226,0.8937,0.8079,0.8834,0.9044,0.9673,0.8744,0.8745,0.99,1.81e-04
77,0.092,0.117,0.8919,0.8049,0.8913,0.8926,0.9671,0.8725,0.8725,0.9909,1.79e-04
78,0.0905,0.1191,0.8932,0.8069,0.8766,0.9103,0.9669,0.8736,0.8738,0.9911,1.76e-04
79,0.0919,0.1216,0.8901,0.802,0.8765,0.9042,0.966,0.87,0.8702,0.9912,1.74e-04
80,0.0913,0.1169,0.8953,0.8104,0.8887,0.902,0.9679,0.8764,0.8764,0.9902,1.71e-04
81,0.0916,0.1177,0.8937,0.8078,0.875,0.9131,0.9669,0.8741,0.8744,0.9915,1.68e-04
82,0.0883,0.1446,0.8886,0.7996,0.8958,0.8815,0.9664,0.8688,0.8688,0.9861,1.65e-04
83,0.0892,0.1218,0.8921,0.8053,0.8875,0.8968,0.967,0.8727,0.8727,0.9909,1.62e-04
84,0.084,0.1143,0.8983,0.8155,0.8729,0.9254,0.9681,0.8795,0.88,0.9921,1.59e-04
85,0.0832,0.113,0.9,0.8182,0.9045,0.8956,0.9698,0.8822,0.8822,0.9921,1.56e-04
86,0.0809,0.1141,0.8988,0.8163,0.8976,0.9001,0.9692,0.8807,0.8807,0.9914,1.52e-04
87,0.0815,0.1137,0.8969,0.813,0.8912,0.9026,0.9685,0.8782,0.8783,0.9919,1.49e-04
88,0.0823,0.1119,0.8997,0.8177,0.8854,0.9145,0.969,0.8814,0.8815,0.9926,1.46e-04
89,0.0791,0.1118,0.9006,0.8192,0.881,0.9211,0.9691,0.8823,0.8826,0.9919,1.42e-04
90,0.0778,0.1081,0.9044,0.8254,0.895,0.9139,0.9706,0.887,0.8871,0.9926,1.39e-04
91,0.073,0.1078,0.9032,0.8235,0.8949,0.9117,0.9702,0.8856,0.8857,0.9926,1.35e-04
92,0.0736,0.1163,0.9007,0.8193,0.9112,0.8904,0.9702,0.8831,0.8832,0.9913,1.31e-04
93,0.0744,0.1089,0.904,0.8248,0.8975,0.9105,0.9705,0.8866,0.8866,0.9921,1.28e-04
94,0.0721,0.1139,0.9031,0.8234,0.9109,0.8955,0.9707,0.8859,0.8859,0.9908,1.24e-04
95,0.0713,0.1184,0.9019,0.8214,0.9229,0.8819,0.9708,0.8848,0.8851,0.9907,1.20e-04
96,0.0698,0.111,0.9028,0.8228,0.8956,0.9102,0.9702,0.8852,0.8852,0.9923,1.16e-04
97,0.0671,0.1124,0.9046,0.8258,0.907,0.9022,0.971,0.8875,0.8875,0.9917,1.12e-04
98,0.0669,0.1023,0.9067,0.8293,0.9153,0.8982,0.9719,0.8901,0.8902,0.9935,1.08e-04
99,0.0658,0.1136,0.9036,0.8241,0.9226,0.8853,0.9713,0.8867,0.887,0.9923,1.04e-04
100,0.0647,0.1027,0.9094,0.8339,0.9089,0.9099,0.9724,0.8932,0.8932,0.9932,1.01e-04