2023-DnB-Project/runs/detect/train4/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, 1.0344, 1.9101, 1.3374, 0.30137, 0.47935, 0.35539, 0.1806, 1.6776, 9.3305, 2.2275, 0.00046889, 0.00046889, 0.00046889
1, 1.3453, 1.6018, 1.5429, 0.03511, 0.35094, 0.01879, 0.00762, 2.3402, 37.483, 3.0492, 0.00093587, 0.00093587, 0.00093587
2, 1.4516, 1.7878, 1.6218, 0.09165, 0.30908, 0.06332, 0.02355, 2.2367, 13.497, 3.6591, 0.0013934, 0.0013934, 0.0013934
3, 1.428, 1.6629, 1.6028, 0.32973, 0.3487, 0.239, 0.1223, 1.9378, 6.4358, 2.6846, 0.0013866, 0.0013866, 0.0013866
4, 1.3524, 1.5577, 1.5669, 0.68374, 0.43362, 0.49214, 0.27482, 1.538, 2.6008, 2.1203, 0.0013866, 0.0013866, 0.0013866
5, 1.3154, 1.423, 1.5146, 0.40191, 0.47713, 0.40531, 0.24261, 1.5492, 2.4912, 1.9705, 0.0013724, 0.0013724, 0.0013724
6, 1.2266, 1.3403, 1.4602, 0.62786, 0.61931, 0.59145, 0.37329, 1.4008, 1.7782, 1.8311, 0.0013583, 0.0013583, 0.0013583
7, 1.1961, 1.2628, 1.4515, 0.58811, 0.59442, 0.54489, 0.34264, 1.4299, 1.7756, 1.803, 0.0013441, 0.0013441, 0.0013441
8, 1.1533, 1.1803, 1.4086, 0.72817, 0.616, 0.68751, 0.45318, 1.3129, 1.3007, 1.644, 0.00133, 0.00133, 0.00133
9, 1.1423, 1.1755, 1.4018, 0.76908, 0.61424, 0.68418, 0.45478, 1.2501, 1.3181, 1.6669, 0.0013158, 0.0013158, 0.0013158
10, 1.1004, 1.0607, 1.3614, 0.80439, 0.67544, 0.74091, 0.50153, 1.2081, 1.1002, 1.5857, 0.0013017, 0.0013017, 0.0013017
11, 1.0786, 1.098, 1.389, 0.75591, 0.72125, 0.75685, 0.49745, 1.2233, 1.0904, 1.5917, 0.0012875, 0.0012875, 0.0012875
12, 1.0546, 1.0162, 1.3362, 0.78726, 0.58612, 0.69232, 0.46261, 1.2076, 1.2502, 1.5754, 0.0012734, 0.0012734, 0.0012734
13, 1.074, 1.01, 1.3457, 0.75102, 0.67998, 0.73618, 0.50523, 1.2, 1.1113, 1.633, 0.0012592, 0.0012592, 0.0012592
14, 1.0559, 0.98237, 1.347, 0.78163, 0.71506, 0.76672, 0.51558, 1.1728, 1.0031, 1.595, 0.0012451, 0.0012451, 0.0012451
15, 1.0363, 0.96965, 1.3288, 0.79616, 0.65675, 0.74761, 0.52246, 1.1475, 1.0776, 1.5299, 0.0012309, 0.0012309, 0.0012309
16, 1.0034, 0.90818, 1.3058, 0.84013, 0.70312, 0.80051, 0.56052, 1.1401, 0.87909, 1.5452, 0.0012168, 0.0012168, 0.0012168
17, 1.0058, 0.89993, 1.309, 0.79019, 0.72242, 0.78266, 0.54048, 1.1293, 0.91054, 1.504, 0.0012026, 0.0012026, 0.0012026
18, 1.0161, 0.91385, 1.3195, 0.79366, 0.70469, 0.76775, 0.53395, 1.1178, 0.93401, 1.479, 0.0011885, 0.0011885, 0.0011885
19, 0.98489, 0.86114, 1.2958, 0.80522, 0.73119, 0.77978, 0.54618, 1.1597, 0.89644, 1.5279, 0.0011744, 0.0011744, 0.0011744
20, 0.9339, 0.83814, 1.2721, 0.85971, 0.67152, 0.78694, 0.56516, 1.0812, 0.87048, 1.4884, 0.0011602, 0.0011602, 0.0011602
21, 0.95215, 0.81036, 1.274, 0.85776, 0.69331, 0.81089, 0.58435, 1.05, 0.82565, 1.4612, 0.0011461, 0.0011461, 0.0011461
22, 0.91656, 0.80334, 1.2702, 0.82371, 0.75923, 0.825, 0.59163, 1.0443, 0.82468, 1.4545, 0.0011319, 0.0011319, 0.0011319
23, 0.93597, 0.78544, 1.2632, 0.87372, 0.71427, 0.82637, 0.58518, 1.055, 0.83777, 1.4537, 0.0011178, 0.0011178, 0.0011178
24, 0.95619, 0.79152, 1.2738, 0.82067, 0.71585, 0.78514, 0.55999, 1.0964, 0.84367, 1.5231, 0.0011036, 0.0011036, 0.0011036
25, 0.89887, 0.75972, 1.2413, 0.79731, 0.78184, 0.8239, 0.59174, 1.0384, 0.84362, 1.4776, 0.0010895, 0.0010895, 0.0010895
26, 0.91097, 0.75865, 1.2405, 0.89115, 0.7286, 0.83134, 0.60474, 1.0528, 0.74338, 1.4574, 0.0010753, 0.0010753, 0.0010753
27, 0.91722, 0.75324, 1.2632, 0.8255, 0.7869, 0.83926, 0.59889, 1.0746, 0.74734, 1.4864, 0.0010612, 0.0010612, 0.0010612
28, 0.88047, 0.71265, 1.2307, 0.827, 0.76076, 0.81779, 0.59838, 1.0401, 0.81881, 1.4186, 0.001047, 0.001047, 0.001047
29, 0.90365, 0.74762, 1.2402, 0.85702, 0.74092, 0.84169, 0.60773, 1.0299, 0.75129, 1.4247, 0.0010329, 0.0010329, 0.0010329
30, 0.86676, 0.71178, 1.2271, 0.88171, 0.72868, 0.83387, 0.60406, 1.0234, 0.75744, 1.422, 0.0010187, 0.0010187, 0.0010187
31, 0.87088, 0.69412, 1.2164, 0.87418, 0.75772, 0.85932, 0.62714, 1.0252, 0.68717, 1.4098, 0.0010046, 0.0010046, 0.0010046
32, 0.87323, 0.71223, 1.2227, 0.83474, 0.75396, 0.83235, 0.59409, 1.0429, 0.73475, 1.4232, 0.00099044, 0.00099044, 0.00099044
33, 0.82791, 0.65127, 1.1871, 0.79328, 0.7677, 0.80805, 0.58021, 1.0439, 0.83233, 1.4614, 0.00097629, 0.00097629, 0.00097629
34, 0.8325, 0.64421, 1.1917, 0.88059, 0.76991, 0.85549, 0.63089, 1.0227, 0.73768, 1.4223, 0.00096215, 0.00096215, 0.00096215
35, 0.82755, 0.65528, 1.2004, 0.84888, 0.75676, 0.84569, 0.61946, 1.0229, 0.70253, 1.434, 0.000948, 0.000948, 0.000948
36, 0.83284, 0.65513, 1.1924, 0.84618, 0.77356, 0.8335, 0.61773, 1.0133, 0.72998, 1.3966, 0.00093385, 0.00093385, 0.00093385
37, 0.8447, 0.64573, 1.1973, 0.87404, 0.79929, 0.86553, 0.6412, 0.98536, 0.655, 1.3652, 0.0009197, 0.0009197, 0.0009197
38, 0.81522, 0.64895, 1.191, 0.81716, 0.77646, 0.81388, 0.60193, 1.0042, 0.74151, 1.3971, 0.00090556, 0.00090556, 0.00090556
39, 0.82472, 0.64333, 1.2077, 0.84687, 0.79585, 0.85134, 0.6149, 1.0194, 0.67303, 1.4167, 0.00089141, 0.00089141, 0.00089141
40, 0.8063, 0.63332, 1.1745, 0.8631, 0.80071, 0.86853, 0.63906, 0.99023, 0.66289, 1.3881, 0.00087726, 0.00087726, 0.00087726
41, 0.80855, 0.60302, 1.1959, 0.86756, 0.78445, 0.84298, 0.62824, 0.97844, 0.68721, 1.3758, 0.00086312, 0.00086312, 0.00086312
42, 0.80798, 0.62876, 1.1762, 0.84432, 0.7519, 0.83162, 0.61307, 0.98676, 0.73252, 1.3731, 0.00084897, 0.00084897, 0.00084897
43, 0.80764, 0.62101, 1.1774, 0.86444, 0.78576, 0.85919, 0.65789, 0.94209, 0.65408, 1.3645, 0.00083482, 0.00083482, 0.00083482
44, 0.80695, 0.60433, 1.1736, 0.86691, 0.77564, 0.84531, 0.62906, 0.97026, 0.67699, 1.379, 0.00082067, 0.00082067, 0.00082067
45, 0.80698, 0.59099, 1.1892, 0.8544, 0.78873, 0.84571, 0.6277, 0.99141, 0.65802, 1.4003, 0.00080653, 0.00080653, 0.00080653
46, 0.7858, 0.58324, 1.1609, 0.81054, 0.78053, 0.82964, 0.61194, 1.0224, 0.70163, 1.3942, 0.00079238, 0.00079238, 0.00079238
47, 0.79739, 0.59671, 1.1708, 0.85517, 0.79657, 0.86836, 0.65141, 0.99391, 0.63553, 1.4058, 0.00077823, 0.00077823, 0.00077823
48, 0.7943, 0.58969, 1.1746, 0.84118, 0.7754, 0.85161, 0.62538, 0.98805, 0.67262, 1.3887, 0.00076409, 0.00076409, 0.00076409
49, 0.78325, 0.57723, 1.1576, 0.8618, 0.7753, 0.85878, 0.64684, 0.95754, 0.67039, 1.3659, 0.00074994, 0.00074994, 0.00074994
50, 0.76217, 0.56233, 1.1522, 0.83665, 0.80125, 0.85044, 0.64599, 0.97214, 0.65324, 1.3701, 0.00073579, 0.00073579, 0.00073579
51, 0.75537, 0.54424, 1.1526, 0.83209, 0.81175, 0.86915, 0.65861, 0.9323, 0.6224, 1.342, 0.00072164, 0.00072164, 0.00072164
52, 0.76462, 0.54422, 1.1468, 0.86842, 0.79936, 0.86997, 0.64122, 0.95898, 0.6238, 1.3802, 0.0007075, 0.0007075, 0.0007075
53, 0.73941, 0.5447, 1.1401, 0.83828, 0.81559, 0.8755, 0.65631, 0.95083, 0.62676, 1.3694, 0.00069335, 0.00069335, 0.00069335
54, 0.74696, 0.53286, 1.1425, 0.89028, 0.79124, 0.85727, 0.64476, 0.96495, 0.6466, 1.3858, 0.0006792, 0.0006792, 0.0006792
55, 0.74792, 0.53427, 1.1356, 0.8793, 0.79245, 0.85845, 0.64723, 0.95754, 0.64246, 1.3544, 0.00066506, 0.00066506, 0.00066506
56, 0.73112, 0.51344, 1.1367, 0.85759, 0.81777, 0.86196, 0.64357, 0.95887, 0.62471, 1.3778, 0.00065091, 0.00065091, 0.00065091
57, 0.73942, 0.50972, 1.1243, 0.86907, 0.831, 0.87347, 0.6659, 0.93742, 0.61025, 1.3437, 0.00063676, 0.00063676, 0.00063676
58, 0.73888, 0.51569, 1.1365, 0.8535, 0.80763, 0.85376, 0.63869, 0.94918, 0.6363, 1.3517, 0.00062262, 0.00062262, 0.00062262
59, 0.71958, 0.50762, 1.1339, 0.84514, 0.81632, 0.87735, 0.65786, 0.95097, 0.6144, 1.3526, 0.00060847, 0.00060847, 0.00060847
60, 0.71493, 0.49033, 1.1209, 0.86253, 0.78028, 0.84736, 0.63313, 0.96295, 0.66005, 1.3605, 0.00059432, 0.00059432, 0.00059432
61, 0.70535, 0.48608, 1.1106, 0.8534, 0.74481, 0.84181, 0.63647, 0.97678, 0.70314, 1.3747, 0.00058017, 0.00058017, 0.00058017
62, 0.71327, 0.50673, 1.1205, 0.86244, 0.81979, 0.88484, 0.66991, 0.9364, 0.59514, 1.334, 0.00056603, 0.00056603, 0.00056603
63, 0.702, 0.4995, 1.1194, 0.81767, 0.82083, 0.85935, 0.6418, 0.95644, 0.68987, 1.3623, 0.00055188, 0.00055188, 0.00055188
64, 0.70388, 0.49331, 1.1236, 0.88063, 0.81778, 0.88968, 0.6662, 0.9571, 0.58184, 1.338, 0.00053773, 0.00053773, 0.00053773
65, 0.7146, 0.49099, 1.127, 0.90612, 0.81278, 0.88459, 0.66606, 0.94847, 0.59876, 1.348, 0.00052359, 0.00052359, 0.00052359
66, 0.6942, 0.47644, 1.1043, 0.86948, 0.8341, 0.88434, 0.66773, 0.94891, 0.57853, 1.3546, 0.00050944, 0.00050944, 0.00050944
67, 0.68737, 0.47456, 1.1036, 0.90809, 0.79477, 0.8685, 0.65484, 0.95443, 0.5925, 1.3704, 0.00049529, 0.00049529, 0.00049529
68, 0.68216, 0.45736, 1.1066, 0.89141, 0.78787, 0.87781, 0.65801, 0.95306, 0.61797, 1.3574, 0.00048114, 0.00048114, 0.00048114
69, 0.70252, 0.48101, 1.1189, 0.89383, 0.77449, 0.88428, 0.67297, 0.95405, 0.5911, 1.3448, 0.000467, 0.000467, 0.000467
70, 0.69007, 0.47095, 1.1073, 0.90416, 0.79231, 0.88647, 0.68297, 0.92687, 0.58092, 1.3455, 0.00045285, 0.00045285, 0.00045285
71, 0.66767, 0.4687, 1.0938, 0.91485, 0.78776, 0.87648, 0.66658, 0.94604, 0.60603, 1.3553, 0.0004387, 0.0004387, 0.0004387
72, 0.67662, 0.45848, 1.1101, 0.88092, 0.82182, 0.87721, 0.6618, 0.95653, 0.56098, 1.3637, 0.00042456, 0.00042456, 0.00042456
73, 0.66124, 0.44717, 1.092, 0.89971, 0.79499, 0.85601, 0.66255, 0.93742, 0.60064, 1.3423, 0.00041041, 0.00041041, 0.00041041
74, 0.66917, 0.45995, 1.107, 0.92445, 0.7953, 0.86741, 0.65971, 0.95265, 0.58849, 1.3692, 0.00039626, 0.00039626, 0.00039626
75, 0.65798, 0.44684, 1.0967, 0.85879, 0.8209, 0.85877, 0.66385, 0.94529, 0.61721, 1.3681, 0.00038211, 0.00038211, 0.00038211
76, 0.65158, 0.4371, 1.0953, 0.89029, 0.80536, 0.87662, 0.66805, 0.9325, 0.58136, 1.3516, 0.00036797, 0.00036797, 0.00036797
77, 0.67009, 0.43637, 1.0957, 0.87757, 0.82446, 0.88849, 0.67104, 0.93008, 0.56118, 1.3527, 0.00035382, 0.00035382, 0.00035382
78, 0.66421, 0.4349, 1.0904, 0.84361, 0.82959, 0.87789, 0.66492, 0.93781, 0.58721, 1.3286, 0.00033967, 0.00033967, 0.00033967
79, 0.63879, 0.42055, 1.0755, 0.89233, 0.79696, 0.87644, 0.6654, 0.94393, 0.60283, 1.3504, 0.00032553, 0.00032553, 0.00032553
80, 0.64231, 0.42058, 1.0854, 0.85958, 0.81983, 0.87851, 0.66253, 0.9309, 0.5587, 1.3452, 0.00031138, 0.00031138, 0.00031138
81, 0.63187, 0.42567, 1.0829, 0.88338, 0.78641, 0.86362, 0.65142, 0.94227, 0.5779, 1.3506, 0.00029723, 0.00029723, 0.00029723
82, 0.63084, 0.42491, 1.0664, 0.86867, 0.79721, 0.86822, 0.65864, 0.91521, 0.60712, 1.3388, 0.00028308, 0.00028308, 0.00028308
83, 0.61521, 0.41897, 1.0694, 0.865, 0.81716, 0.85792, 0.65961, 0.91449, 0.57803, 1.3426, 0.00026894, 0.00026894, 0.00026894
84, 0.6171, 0.40479, 1.0649, 0.86773, 0.80798, 0.86427, 0.66709, 0.91681, 0.55744, 1.3394, 0.00025479, 0.00025479, 0.00025479
85, 0.59369, 0.3924, 1.0547, 0.8197, 0.84409, 0.87428, 0.66699, 0.93442, 0.55183, 1.3488, 0.00024064, 0.00024064, 0.00024064
86, 0.60463, 0.40139, 1.0597, 0.86888, 0.80442, 0.86972, 0.66373, 0.92902, 0.56857, 1.3399, 0.0002265, 0.0002265, 0.0002265
87, 0.60289, 0.39181, 1.0568, 0.8749, 0.80536, 0.88008, 0.67526, 0.92245, 0.55194, 1.361, 0.00021235, 0.00021235, 0.00021235
88, 0.60561, 0.40173, 1.061, 0.84458, 0.83958, 0.88403, 0.67325, 0.92912, 0.54361, 1.3596, 0.0001982, 0.0001982, 0.0001982
89, 0.59748, 0.38405, 1.0589, 0.88198, 0.84377, 0.88263, 0.66364, 0.94071, 0.54109, 1.3612, 0.00018406, 0.00018406, 0.00018406
90, 0.61145, 0.39868, 1.0719, 0.85252, 0.83836, 0.87967, 0.66158, 0.94797, 0.54554, 1.3738, 0.00016991, 0.00016991, 0.00016991
91, 0.58814, 0.37717, 1.0427, 0.86247, 0.79376, 0.86116, 0.65938, 0.93523, 0.58824, 1.3576, 0.00015576, 0.00015576, 0.00015576
92, 0.57729, 0.36832, 1.0466, 0.83098, 0.85649, 0.8712, 0.66459, 0.94289, 0.58264, 1.3613, 0.00014161, 0.00014161, 0.00014161
93, 0.58894, 0.381, 1.053, 0.86627, 0.80538, 0.86136, 0.6633, 0.93718, 0.58876, 1.3526, 0.00012747, 0.00012747, 0.00012747
94, 0.57138, 0.36555, 1.0439, 0.89454, 0.7915, 0.86079, 0.66765, 0.92926, 0.59306, 1.3518, 0.00011332, 0.00011332, 0.00011332
95, 0.58414, 0.37844, 1.054, 0.89676, 0.80908, 0.86774, 0.66255, 0.92931, 0.57347, 1.3502, 9.9173e-05, 9.9173e-05, 9.9173e-05
96, 0.57301, 0.37036, 1.0513, 0.87322, 0.82797, 0.87497, 0.6733, 0.92323, 0.56692, 1.3477, 8.5026e-05, 8.5026e-05, 8.5026e-05
97, 0.5554, 0.35622, 1.0369, 0.88835, 0.80782, 0.87206, 0.67351, 0.92165, 0.56222, 1.3461, 7.0878e-05, 7.0878e-05, 7.0878e-05
98, 0.56265, 0.36145, 1.046, 0.88853, 0.80139, 0.8713, 0.6687, 0.92099, 0.56554, 1.3475, 5.6731e-05, 5.6731e-05, 5.6731e-05
99, 0.54141, 0.35192, 1.0335, 0.88368, 0.83228, 0.87653, 0.67308, 0.93166, 0.56363, 1.3568, 4.2584e-05, 4.2584e-05, 4.2584e-05