2023-DnB-Project/runs/detect/train2/results.csv

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2023-06-29 23:49:53 +08:00
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
0, 0.97918, 2.1537, 1.3302, 0.68926, 0.7428, 0.74446, 0.53431, 1.0407, 0.98613, 1.4174, 0.00046889, 0.00046889, 0.00046889
1, 0.91436, 0.82832, 1.232, 0.8666, 0.7839, 0.8427, 0.6128, 1.0183, 0.75766, 1.36, 0.00093587, 0.00093587, 0.00093587
2, 0.88923, 0.75767, 1.2064, 0.85534, 0.74263, 0.83735, 0.59432, 1.0651, 0.80405, 1.4395, 0.0013934, 0.0013934, 0.0013934
3, 0.89131, 0.74186, 1.2153, 0.85619, 0.7446, 0.84391, 0.61241, 1.0263, 0.72928, 1.3971, 0.0013866, 0.0013866, 0.0013866
4, 0.88001, 0.71893, 1.2191, 0.85323, 0.77537, 0.82866, 0.59473, 1.102, 0.75696, 1.4985, 0.0013866, 0.0013866, 0.0013866
5, 0.8855, 0.71703, 1.205, 0.84574, 0.78121, 0.86113, 0.62963, 1.0102, 0.69972, 1.3893, 0.0013724, 0.0013724, 0.0013724
6, 0.839, 0.66216, 1.1835, 0.86104, 0.80491, 0.86159, 0.62845, 1.0359, 0.66397, 1.4098, 0.0013583, 0.0013583, 0.0013583
7, 0.83875, 0.63904, 1.198, 0.92357, 0.77562, 0.89043, 0.65454, 1.0221, 0.64399, 1.4095, 0.0013441, 0.0013441, 0.0013441
8, 0.83714, 0.64518, 1.1813, 0.81876, 0.80462, 0.86177, 0.63461, 1.0327, 0.69864, 1.4389, 0.00133, 0.00133, 0.00133
9, 0.80159, 0.63615, 1.1707, 0.80718, 0.8226, 0.86046, 0.62525, 0.9972, 0.71956, 1.3943, 0.0013158, 0.0013158, 0.0013158
10, 0.81328, 0.60023, 1.1574, 0.8595, 0.787, 0.86635, 0.63635, 0.99147, 0.66835, 1.3914, 0.0013017, 0.0013017, 0.0013017
11, 0.80408, 0.63477, 1.1725, 0.79283, 0.83331, 0.85521, 0.63332, 1.0228, 0.68587, 1.3802, 0.0012875, 0.0012875, 0.0012875
12, 0.78213, 0.59359, 1.1495, 0.87328, 0.76251, 0.86718, 0.63448, 1.0003, 0.68855, 1.3896, 0.0012734, 0.0012734, 0.0012734
13, 0.79924, 0.58721, 1.1541, 0.88937, 0.81271, 0.87883, 0.65111, 0.978, 0.63322, 1.3863, 0.0012592, 0.0012592, 0.0012592
14, 0.79746, 0.58264, 1.1598, 0.89366, 0.77799, 0.8505, 0.62011, 0.99339, 0.69025, 1.4168, 0.0012451, 0.0012451, 0.0012451
15, 0.7796, 0.56477, 1.155, 0.86749, 0.75817, 0.84293, 0.61517, 1.0321, 0.70252, 1.4375, 0.0012309, 0.0012309, 0.0012309
16, 0.77663, 0.55984, 1.144, 0.93441, 0.76884, 0.87329, 0.64811, 0.98905, 0.61545, 1.3863, 0.0012168, 0.0012168, 0.0012168
17, 0.7767, 0.56946, 1.1529, 0.89863, 0.80275, 0.88584, 0.65265, 0.97315, 0.62222, 1.3835, 0.0012026, 0.0012026, 0.0012026
18, 0.78771, 0.55492, 1.1551, 0.81279, 0.8249, 0.85607, 0.63145, 1.0263, 0.67595, 1.399, 0.0011885, 0.0011885, 0.0011885
19, 0.76898, 0.5371, 1.1369, 0.87097, 0.82285, 0.87924, 0.65293, 0.99077, 0.63011, 1.3597, 0.0011744, 0.0011744, 0.0011744
20, 0.74349, 0.52739, 1.1347, 0.84509, 0.82128, 0.85135, 0.6341, 0.99355, 0.64743, 1.3757, 0.0011602, 0.0011602, 0.0011602
21, 0.76918, 0.52344, 1.142, 0.84338, 0.79154, 0.8569, 0.63617, 0.97083, 0.63866, 1.3676, 0.0011461, 0.0011461, 0.0011461
22, 0.72957, 0.52256, 1.1247, 0.89837, 0.79441, 0.87756, 0.66115, 0.96891, 0.63434, 1.3513, 0.0011319, 0.0011319, 0.0011319
23, 0.75855, 0.55221, 1.1309, 0.86215, 0.78902, 0.85067, 0.63942, 0.95889, 0.68531, 1.3557, 0.0011178, 0.0011178, 0.0011178
24, 0.7656, 0.53649, 1.144, 0.884, 0.79986, 0.86714, 0.65137, 0.96772, 0.62872, 1.3722, 0.0011036, 0.0011036, 0.0011036
25, 0.73444, 0.50105, 1.1238, 0.88359, 0.78072, 0.8603, 0.64346, 0.94685, 0.65363, 1.3479, 0.0010895, 0.0010895, 0.0010895
26, 0.75158, 0.50013, 1.1239, 0.87726, 0.82949, 0.87555, 0.65862, 0.96095, 0.59304, 1.3556, 0.0010753, 0.0010753, 0.0010753
27, 0.73818, 0.50561, 1.1284, 0.83431, 0.82117, 0.87623, 0.67369, 0.94856, 0.5957, 1.3269, 0.0010612, 0.0010612, 0.0010612
28, 0.72338, 0.49956, 1.1211, 0.88268, 0.81696, 0.86868, 0.66033, 0.96716, 0.61993, 1.349, 0.001047, 0.001047, 0.001047
29, 0.7314, 0.50694, 1.1095, 0.88852, 0.80855, 0.89044, 0.67158, 0.93102, 0.61594, 1.3321, 0.0010329, 0.0010329, 0.0010329
30, 0.7088, 0.48148, 1.1099, 0.8668, 0.84011, 0.87957, 0.65782, 0.96954, 0.62841, 1.3539, 0.0010187, 0.0010187, 0.0010187
31, 0.72211, 0.48432, 1.1093, 0.84754, 0.82295, 0.88534, 0.67213, 0.94641, 0.6288, 1.3428, 0.0010046, 0.0010046, 0.0010046
32, 0.71163, 0.49363, 1.108, 0.88271, 0.83114, 0.87927, 0.63067, 1.0028, 0.60809, 1.3923, 0.00099044, 0.00099044, 0.00099044
33, 0.69508, 0.46408, 1.0908, 0.83516, 0.83486, 0.87896, 0.6565, 0.95672, 0.59628, 1.3474, 0.00097629, 0.00097629, 0.00097629
34, 0.69658, 0.45581, 1.0927, 0.86697, 0.82172, 0.87448, 0.65695, 0.94214, 0.58781, 1.3546, 0.00096215, 0.00096215, 0.00096215
35, 0.68858, 0.476, 1.099, 0.87944, 0.8457, 0.88679, 0.64629, 0.96774, 0.58926, 1.3774, 0.000948, 0.000948, 0.000948
36, 0.70355, 0.47255, 1.1027, 0.84258, 0.82058, 0.87575, 0.6565, 0.97475, 0.62766, 1.3693, 0.00093385, 0.00093385, 0.00093385
37, 0.6987, 0.46822, 1.0981, 0.91133, 0.76745, 0.87668, 0.66638, 0.94579, 0.59953, 1.3417, 0.0009197, 0.0009197, 0.0009197
38, 0.67136, 0.45936, 1.0899, 0.91853, 0.83928, 0.89595, 0.66903, 0.96408, 0.54468, 1.3529, 0.00090556, 0.00090556, 0.00090556
39, 0.67539, 0.45637, 1.0993, 0.87831, 0.84947, 0.87472, 0.66043, 0.94741, 0.57395, 1.3578, 0.00089141, 0.00089141, 0.00089141
40, 0.67692, 0.46114, 1.0826, 0.89266, 0.81053, 0.86145, 0.65719, 0.94648, 0.60169, 1.3362, 0.00087726, 0.00087726, 0.00087726
41, 0.67623, 0.45406, 1.0964, 0.91775, 0.80812, 0.88401, 0.66825, 0.95416, 0.59863, 1.3554, 0.00086312, 0.00086312, 0.00086312
42, 0.67486, 0.47102, 1.0843, 0.87746, 0.83117, 0.88137, 0.66466, 0.94063, 0.58977, 1.3405, 0.00084897, 0.00084897, 0.00084897
43, 0.66175, 0.4383, 1.0771, 0.87983, 0.84168, 0.86427, 0.66246, 0.95845, 0.59059, 1.3742, 0.00083482, 0.00083482, 0.00083482
44, 0.67144, 0.44507, 1.083, 0.86717, 0.82899, 0.85811, 0.65341, 0.93818, 0.60516, 1.3391, 0.00082067, 0.00082067, 0.00082067
45, 0.66074, 0.42919, 1.0848, 0.87023, 0.84388, 0.88915, 0.67768, 0.93863, 0.55287, 1.3416, 0.00080653, 0.00080653, 0.00080653
46, 0.64424, 0.42716, 1.0701, 0.88837, 0.80842, 0.87587, 0.66939, 0.92892, 0.55297, 1.3255, 0.00079238, 0.00079238, 0.00079238
47, 0.66361, 0.43695, 1.0819, 0.89181, 0.82203, 0.86654, 0.64967, 0.9472, 0.59752, 1.3484, 0.00077823, 0.00077823, 0.00077823
48, 0.65294, 0.42744, 1.0766, 0.87165, 0.84389, 0.891, 0.66976, 0.9604, 0.56993, 1.3637, 0.00076409, 0.00076409, 0.00076409
49, 0.65254, 0.43046, 1.0719, 0.86215, 0.80735, 0.86239, 0.66325, 0.94089, 0.5961, 1.3322, 0.00074994, 0.00074994, 0.00074994
50, 0.63122, 0.41626, 1.063, 0.8959, 0.77347, 0.87072, 0.66588, 0.94163, 0.58676, 1.3394, 0.00073579, 0.00073579, 0.00073579
51, 0.63027, 0.40631, 1.0625, 0.89797, 0.79983, 0.88253, 0.6855, 0.94019, 0.55267, 1.3426, 0.00072164, 0.00072164, 0.00072164
52, 0.63155, 0.41544, 1.0567, 0.86673, 0.81762, 0.87039, 0.66968, 0.92968, 0.53904, 1.3263, 0.0007075, 0.0007075, 0.0007075
53, 0.62008, 0.39723, 1.0488, 0.87537, 0.77238, 0.86527, 0.66195, 0.94802, 0.61282, 1.3479, 0.00069335, 0.00069335, 0.00069335
54, 0.62966, 0.39949, 1.0579, 0.89129, 0.79182, 0.86731, 0.66505, 0.97593, 0.58803, 1.3558, 0.0006792, 0.0006792, 0.0006792
55, 0.63222, 0.41155, 1.0553, 0.88173, 0.8402, 0.8844, 0.67341, 0.93792, 0.56936, 1.349, 0.00066506, 0.00066506, 0.00066506
56, 0.61545, 0.38728, 1.0571, 0.90426, 0.8302, 0.888, 0.6701, 0.94428, 0.56472, 1.3554, 0.00065091, 0.00065091, 0.00065091
57, 0.61867, 0.38824, 1.05, 0.87898, 0.8119, 0.87149, 0.66472, 0.97529, 0.58802, 1.3713, 0.00063676, 0.00063676, 0.00063676
58, 0.61846, 0.39982, 1.0576, 0.88248, 0.80713, 0.85409, 0.65281, 0.96231, 0.5977, 1.3776, 0.00062262, 0.00062262, 0.00062262
59, 0.6095, 0.39587, 1.0564, 0.88159, 0.809, 0.88146, 0.67511, 0.95296, 0.55711, 1.3523, 0.00060847, 0.00060847, 0.00060847
60, 0.59798, 0.38345, 1.0443, 0.88632, 0.82177, 0.87358, 0.66749, 0.96956, 0.59544, 1.359, 0.00059432, 0.00059432, 0.00059432
61, 0.59858, 0.39269, 1.0459, 0.84671, 0.82355, 0.87831, 0.66804, 0.94866, 0.58514, 1.3454, 0.00058017, 0.00058017, 0.00058017
62, 0.59955, 0.39287, 1.0464, 0.86999, 0.83957, 0.8857, 0.66751, 0.97065, 0.59235, 1.3751, 0.00056603, 0.00056603, 0.00056603
63, 0.59504, 0.39074, 1.0429, 0.84049, 0.8403, 0.87693, 0.67828, 0.95558, 0.6305, 1.3586, 0.00055188, 0.00055188, 0.00055188
64, 0.58794, 0.3768, 1.0451, 0.85429, 0.84793, 0.88038, 0.67407, 0.95507, 0.61525, 1.3593, 0.00053773, 0.00053773, 0.00053773
65, 0.60218, 0.37806, 1.0517, 0.85271, 0.84679, 0.88557, 0.67625, 0.92488, 0.57998, 1.3436, 0.00052359, 0.00052359, 0.00052359
66, 0.5952, 0.38458, 1.0397, 0.86688, 0.83213, 0.87959, 0.67802, 0.94122, 0.56336, 1.3508, 0.00050944, 0.00050944, 0.00050944
67, 0.57935, 0.37339, 1.0325, 0.88699, 0.82073, 0.88277, 0.6857, 0.93142, 0.57541, 1.3583, 0.00049529, 0.00049529, 0.00049529
68, 0.56091, 0.35473, 1.0272, 0.86013, 0.83975, 0.87925, 0.67134, 0.95406, 0.59009, 1.3656, 0.00048114, 0.00048114, 0.00048114
69, 0.59509, 0.37491, 1.0478, 0.88748, 0.80928, 0.89074, 0.68599, 0.90573, 0.59912, 1.3273, 0.000467, 0.000467, 0.000467
70, 0.5674, 0.36381, 1.0283, 0.90619, 0.80872, 0.89316, 0.69065, 0.92133, 0.56545, 1.3302, 0.00045285, 0.00045285, 0.00045285
71, 0.56732, 0.37283, 1.0293, 0.86371, 0.83414, 0.87827, 0.67788, 0.93323, 0.55439, 1.3515, 0.0004387, 0.0004387, 0.0004387
72, 0.57761, 0.36159, 1.0463, 0.88901, 0.82005, 0.89283, 0.6771, 0.94012, 0.54361, 1.34, 0.00042456, 0.00042456, 0.00042456
73, 0.56453, 0.35702, 1.0291, 0.85416, 0.8198, 0.87738, 0.67214, 0.93247, 0.58137, 1.3385, 0.00041041, 0.00041041, 0.00041041
74, 0.56399, 0.36528, 1.0358, 0.86863, 0.82499, 0.89118, 0.68414, 0.93529, 0.56765, 1.3489, 0.00039626, 0.00039626, 0.00039626
75, 0.56264, 0.35646, 1.0291, 0.83744, 0.85876, 0.88403, 0.67848, 0.93934, 0.55592, 1.3682, 0.00038211, 0.00038211, 0.00038211
76, 0.5429, 0.34449, 1.0187, 0.85669, 0.83015, 0.86676, 0.66151, 0.94783, 0.59599, 1.3896, 0.00036797, 0.00036797, 0.00036797
77, 0.56806, 0.35929, 1.0223, 0.8644, 0.86278, 0.87316, 0.66815, 0.95164, 0.55065, 1.37, 0.00035382, 0.00035382, 0.00035382
78, 0.56424, 0.35368, 1.0272, 0.85215, 0.84147, 0.87107, 0.66635, 0.934, 0.58084, 1.3682, 0.00033967, 0.00033967, 0.00033967
79, 0.54744, 0.34774, 1.0106, 0.87484, 0.83775, 0.87985, 0.67667, 0.93456, 0.56017, 1.3667, 0.00032553, 0.00032553, 0.00032553
80, 0.53825, 0.34061, 1.0186, 0.86533, 0.84124, 0.89272, 0.68945, 0.91824, 0.53318, 1.3379, 0.00031138, 0.00031138, 0.00031138
81, 0.53246, 0.34249, 1.0148, 0.9206, 0.83596, 0.89697, 0.68909, 0.93342, 0.51964, 1.3536, 0.00029723, 0.00029723, 0.00029723
82, 0.54106, 0.34298, 1.0068, 0.89788, 0.83755, 0.89167, 0.68282, 0.92617, 0.54009, 1.3461, 0.00028308, 0.00028308, 0.00028308
83, 0.52485, 0.33492, 1.0091, 0.83178, 0.85452, 0.87646, 0.68029, 0.93012, 0.57064, 1.3666, 0.00026894, 0.00026894, 0.00026894
84, 0.517, 0.3351, 0.99944, 0.91781, 0.79674, 0.87851, 0.67597, 0.92598, 0.56002, 1.3591, 0.00025479, 0.00025479, 0.00025479
85, 0.49901, 0.31475, 0.99226, 0.85354, 0.84333, 0.88043, 0.68271, 0.91802, 0.56349, 1.3416, 0.00024064, 0.00024064, 0.00024064
86, 0.51892, 0.32635, 1.0002, 0.87039, 0.83838, 0.87628, 0.67848, 0.93153, 0.55657, 1.3584, 0.0002265, 0.0002265, 0.0002265
87, 0.52056, 0.33132, 1.0046, 0.85739, 0.84469, 0.88276, 0.6894, 0.91831, 0.56469, 1.3462, 0.00021235, 0.00021235, 0.00021235
88, 0.51475, 0.33695, 1.0057, 0.87062, 0.85576, 0.89374, 0.69172, 0.916, 0.54943, 1.3363, 0.0001982, 0.0001982, 0.0001982
89, 0.50312, 0.3146, 0.99997, 0.86727, 0.85298, 0.89301, 0.69011, 0.92289, 0.55317, 1.3485, 0.00018406, 0.00018406, 0.00018406
90, 0.51874, 0.32649, 1.0041, 0.8431, 0.86938, 0.89726, 0.69562, 0.91551, 0.54691, 1.332, 0.00016991, 0.00016991, 0.00016991
91, 0.50813, 0.31324, 0.99173, 0.86408, 0.84186, 0.89072, 0.69088, 0.91789, 0.54774, 1.3413, 0.00015576, 0.00015576, 0.00015576
92, 0.50565, 0.31565, 0.99168, 0.88278, 0.83747, 0.88572, 0.68626, 0.91725, 0.53064, 1.34, 0.00014161, 0.00014161, 0.00014161
93, 0.51, 0.32105, 0.99844, 0.86655, 0.84147, 0.87913, 0.6807, 0.92436, 0.53924, 1.3433, 0.00012747, 0.00012747, 0.00012747
94, 0.48942, 0.30967, 0.99197, 0.88454, 0.82161, 0.87679, 0.68177, 0.92977, 0.5431, 1.3489, 0.00011332, 0.00011332, 0.00011332
95, 0.50102, 0.31954, 0.99921, 0.8491, 0.86142, 0.87836, 0.68242, 0.93448, 0.54207, 1.3547, 9.9173e-05, 9.9173e-05, 9.9173e-05
96, 0.49053, 0.3151, 0.99514, 0.85134, 0.84633, 0.87616, 0.6803, 0.93538, 0.54703, 1.3516, 8.5026e-05, 8.5026e-05, 8.5026e-05
97, 0.48368, 0.30114, 0.98531, 0.85751, 0.83868, 0.87711, 0.68606, 0.92687, 0.55941, 1.3436, 7.0878e-05, 7.0878e-05, 7.0878e-05
98, 0.49515, 0.309, 0.99918, 0.83871, 0.86802, 0.88442, 0.68513, 0.92691, 0.54402, 1.3447, 5.6731e-05, 5.6731e-05, 5.6731e-05
99, 0.4742, 0.30547, 0.98767, 0.84396, 0.85192, 0.8866, 0.68787, 0.92307, 0.5437, 1.3445, 4.2584e-05, 4.2584e-05, 4.2584e-05