2023-DnB-Project/runs/detect/train3/results.csv
2023-06-29 23:49:53 +08:00

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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, 1.0379, 2.451, 1.4156, 0.33277, 0.68388, 0.41428, 0.24405, 1.5019, 28.005, 2.2641, 0.0004287, 0.0004287, 0.0004287
1, 1.2782, 1.9152, 1.6141, 0.18799, 0.21637, 0.02361, 0.00989, 2.7324, 123.11, 5.4701, 0.00086306, 0.00086306, 0.00086306
2, 1.3797, 2.0458, 1.6923, 0.00991, 0.27639, 0.00847, 0.00228, 3.2728, 186.64, 10.77, 0.0012886, 0.0012886, 0.0012886
3, 1.4231, 2.0044, 1.7078, 0.05273, 0.23929, 0.06081, 0.02001, 2.6696, 67.087, 4.9352, 0.0013866, 0.0013866, 0.0013866
4, 1.3562, 1.8436, 1.6781, 0.51602, 0.13854, 0.11524, 0.04178, 2.7634, 9.1953, 4.851, 0.0013866, 0.0013866, 0.0013866
5, 1.3991, 1.879, 1.7066, 0.16315, 0.42634, 0.16192, 0.09428, 2.3549, 13.258, 3.3904, 0.0013724, 0.0013724, 0.0013724
6, 1.3419, 1.7586, 1.6603, 0.25714, 0.34534, 0.31985, 0.2221, 1.6199, 20.253, 2.2302, 0.0013583, 0.0013583, 0.0013583
7, 1.2717, 1.5963, 1.6046, 0.39015, 0.22706, 0.25991, 0.15405, 2.0124, 4.2389, 2.5865, 0.0013441, 0.0013441, 0.0013441
8, 1.2648, 1.5998, 1.5713, 0.35018, 0.4688, 0.40045, 0.275, 1.4652, 2.7672, 2.0494, 0.00133, 0.00133, 0.00133
9, 1.1978, 1.536, 1.5485, 0.55858, 0.50982, 0.57335, 0.38549, 1.4371, 1.872, 2.0731, 0.0013158, 0.0013158, 0.0013158
10, 1.1314, 1.4131, 1.5122, 0.60204, 0.51939, 0.56172, 0.3557, 1.535, 1.8076, 2.0613, 0.0013017, 0.0013017, 0.0013017
11, 1.1738, 1.3877, 1.5044, 0.67171, 0.5814, 0.60276, 0.35448, 1.5301, 2.0572, 2.0479, 0.0012875, 0.0012875, 0.0012875
12, 1.1488, 1.3597, 1.4926, 0.56924, 0.65858, 0.64213, 0.41002, 1.4462, 1.7537, 1.9346, 0.0012734, 0.0012734, 0.0012734
13, 1.1062, 1.3246, 1.4559, 0.63586, 0.58148, 0.61394, 0.39044, 1.4091, 1.8939, 1.8618, 0.0012592, 0.0012592, 0.0012592
14, 1.0685, 1.2761, 1.4266, 0.4849, 0.70541, 0.61782, 0.40845, 1.3502, 1.7374, 1.8171, 0.0012451, 0.0012451, 0.0012451
15, 1.0116, 1.161, 1.3745, 0.59379, 0.57908, 0.58221, 0.36068, 1.4739, 1.6562, 1.9834, 0.0012309, 0.0012309, 0.0012309
16, 1.0514, 1.1826, 1.4348, 0.72987, 0.7005, 0.71494, 0.48078, 1.2265, 1.3587, 1.6989, 0.0012168, 0.0012168, 0.0012168
17, 1.0615, 1.1718, 1.4146, 0.66965, 0.61819, 0.64761, 0.42237, 1.3482, 1.5368, 1.7266, 0.0012026, 0.0012026, 0.0012026
18, 1.0322, 1.1576, 1.3934, 0.76376, 0.67706, 0.74467, 0.48581, 1.2998, 1.5216, 1.792, 0.0011885, 0.0011885, 0.0011885
19, 0.98738, 1.0784, 1.3859, 0.74856, 0.58339, 0.69299, 0.43266, 1.3881, 1.5169, 1.9087, 0.0011744, 0.0011744, 0.0011744
20, 0.96889, 1.0854, 1.3524, 0.61303, 0.7121, 0.70177, 0.46647, 1.3416, 1.3367, 1.785, 0.0011602, 0.0011602, 0.0011602
21, 0.92654, 1.054, 1.3333, 0.70272, 0.66297, 0.73945, 0.50244, 1.2255, 1.249, 1.7108, 0.0011461, 0.0011461, 0.0011461
22, 0.97836, 1.0683, 1.3535, 0.72296, 0.63695, 0.68832, 0.44616, 1.3844, 1.3622, 1.8039, 0.0011319, 0.0011319, 0.0011319
23, 0.93128, 1.0173, 1.3253, 0.80599, 0.69469, 0.7757, 0.53618, 1.1576, 1.1541, 1.6263, 0.0011178, 0.0011178, 0.0011178
24, 0.91661, 0.96372, 1.2988, 0.7248, 0.76493, 0.76159, 0.54352, 1.1144, 1.1752, 1.5794, 0.0011036, 0.0011036, 0.0011036
25, 0.91596, 0.96619, 1.3078, 0.81243, 0.64486, 0.80233, 0.56301, 1.1114, 1.13, 1.5397, 0.0010895, 0.0010895, 0.0010895
26, 0.90764, 0.93963, 1.3144, 0.73297, 0.74516, 0.75131, 0.53647, 1.1698, 1.2323, 1.6299, 0.0010753, 0.0010753, 0.0010753
27, 0.91979, 0.97408, 1.2968, 0.78574, 0.78807, 0.8292, 0.57073, 1.1226, 1.0234, 1.5778, 0.0010612, 0.0010612, 0.0010612
28, 0.85213, 0.8946, 1.2678, 0.80369, 0.68415, 0.78261, 0.54178, 1.1674, 1.1026, 1.637, 0.001047, 0.001047, 0.001047
29, 0.83603, 0.86496, 1.2451, 0.72612, 0.7374, 0.77138, 0.54769, 1.0985, 1.1772, 1.5803, 0.0010329, 0.0010329, 0.0010329
30, 0.87481, 0.88925, 1.3019, 0.7614, 0.75801, 0.79569, 0.57494, 1.035, 1.0367, 1.4815, 0.0010187, 0.0010187, 0.0010187
31, 0.84929, 0.87139, 1.2591, 0.8339, 0.79568, 0.82384, 0.5713, 1.1105, 0.99193, 1.5766, 0.0010046, 0.0010046, 0.0010046
32, 0.79975, 0.79935, 1.2289, 0.76793, 0.75196, 0.77684, 0.52082, 1.1677, 1.1112, 1.6045, 0.00099044, 0.00099044, 0.00099044
33, 0.87598, 0.86336, 1.2733, 0.818, 0.74998, 0.79881, 0.58621, 1.061, 0.97785, 1.5335, 0.00097629, 0.00097629, 0.00097629
34, 0.86645, 0.81777, 1.2705, 0.69801, 0.77406, 0.77954, 0.5309, 1.1458, 1.0862, 1.5953, 0.00096215, 0.00096215, 0.00096215
35, 0.8339, 0.8097, 1.2464, 0.76528, 0.78348, 0.81849, 0.55189, 1.1371, 1.0172, 1.6088, 0.000948, 0.000948, 0.000948
36, 0.81033, 0.78351, 1.2251, 0.8179, 0.77871, 0.82493, 0.59832, 1.0724, 0.9697, 1.5378, 0.00093385, 0.00093385, 0.00093385
37, 0.8452, 0.83447, 1.2538, 0.83848, 0.80139, 0.84137, 0.60068, 1.038, 0.94655, 1.5489, 0.0009197, 0.0009197, 0.0009197
38, 0.79224, 0.79162, 1.218, 0.83252, 0.77295, 0.84003, 0.59931, 1.1013, 0.96548, 1.5836, 0.00090556, 0.00090556, 0.00090556
39, 0.8251, 0.80458, 1.2366, 0.87941, 0.76762, 0.83785, 0.59759, 1.0489, 0.96124, 1.4741, 0.00089141, 0.00089141, 0.00089141
40, 0.7678, 0.75842, 1.197, 0.80436, 0.81727, 0.85964, 0.61397, 1.0271, 0.83423, 1.4795, 0.00087726, 0.00087726, 0.00087726
41, 0.79262, 0.74765, 1.2076, 0.86055, 0.76642, 0.86114, 0.61413, 1.0117, 0.86634, 1.4739, 0.00086312, 0.00086312, 0.00086312
42, 0.77318, 0.7621, 1.2091, 0.83529, 0.7595, 0.84934, 0.60885, 1.0127, 0.8679, 1.4699, 0.00084897, 0.00084897, 0.00084897
43, 0.77244, 0.74491, 1.2081, 0.88068, 0.75749, 0.85085, 0.61938, 0.97796, 0.85667, 1.4165, 0.00083482, 0.00083482, 0.00083482
44, 0.76684, 0.72558, 1.2042, 0.81618, 0.82849, 0.87098, 0.629, 1.0151, 0.8107, 1.4771, 0.00082067, 0.00082067, 0.00082067
45, 0.76836, 0.70863, 1.1937, 0.82851, 0.77769, 0.85673, 0.63912, 1.0197, 0.80516, 1.44, 0.00080653, 0.00080653, 0.00080653
46, 0.74449, 0.70908, 1.1785, 0.86677, 0.80883, 0.86195, 0.63169, 0.99389, 0.82444, 1.43, 0.00079238, 0.00079238, 0.00079238
47, 0.73212, 0.69534, 1.1804, 0.88245, 0.77628, 0.84757, 0.62533, 1.0032, 0.91868, 1.4447, 0.00077823, 0.00077823, 0.00077823
48, 0.71314, 0.65571, 1.1679, 0.84756, 0.74855, 0.82553, 0.5942, 1.0352, 0.868, 1.4521, 0.00076409, 0.00076409, 0.00076409
49, 0.73133, 0.68027, 1.1825, 0.87904, 0.8078, 0.85096, 0.64575, 0.96988, 0.75458, 1.455, 0.00074994, 0.00074994, 0.00074994
50, 0.73983, 0.66401, 1.1713, 0.79457, 0.84826, 0.83367, 0.61553, 1.0294, 0.8505, 1.4652, 0.00073579, 0.00073579, 0.00073579
51, 0.73463, 0.67025, 1.182, 0.86724, 0.74856, 0.83843, 0.60241, 1.0407, 0.91974, 1.48, 0.00072164, 0.00072164, 0.00072164
52, 0.71274, 0.67066, 1.1576, 0.86436, 0.82669, 0.86927, 0.6346, 0.98635, 0.81174, 1.4377, 0.0007075, 0.0007075, 0.0007075
53, 0.68202, 0.63373, 1.1479, 0.81076, 0.82737, 0.84483, 0.62768, 1, 0.80386, 1.458, 0.00069335, 0.00069335, 0.00069335
54, 0.67509, 0.63694, 1.1489, 0.79814, 0.83338, 0.85513, 0.64859, 0.98036, 0.76761, 1.4501, 0.0006792, 0.0006792, 0.0006792
55, 0.7082, 0.64307, 1.1534, 0.84053, 0.78214, 0.85236, 0.6323, 0.97551, 0.80284, 1.4761, 0.00066506, 0.00066506, 0.00066506
56, 0.70037, 0.63319, 1.1421, 0.86271, 0.80291, 0.84629, 0.64687, 0.94774, 0.81342, 1.4233, 0.00065091, 0.00065091, 0.00065091
57, 0.70016, 0.6463, 1.1565, 0.84495, 0.76493, 0.84748, 0.64146, 0.95254, 0.80258, 1.3875, 0.00063676, 0.00063676, 0.00063676
58, 0.69315, 0.6161, 1.1404, 0.80375, 0.81129, 0.85787, 0.64775, 0.96687, 0.82176, 1.4199, 0.00062262, 0.00062262, 0.00062262
59, 0.69342, 0.62593, 1.1541, 0.79831, 0.77589, 0.82842, 0.6306, 0.9201, 0.90661, 1.358, 0.00060847, 0.00060847, 0.00060847
60, 0.66959, 0.59542, 1.1496, 0.84416, 0.82371, 0.8506, 0.65043, 0.95027, 0.81918, 1.4254, 0.00059432, 0.00059432, 0.00059432
61, 0.65381, 0.56658, 1.1138, 0.85118, 0.80263, 0.8604, 0.63675, 0.98349, 0.76443, 1.4489, 0.00058017, 0.00058017, 0.00058017
62, 0.66205, 0.58203, 1.1338, 0.84335, 0.79763, 0.8582, 0.64456, 0.95711, 0.78028, 1.4166, 0.00056603, 0.00056603, 0.00056603
63, 0.64528, 0.57214, 1.1171, 0.83963, 0.8505, 0.86594, 0.65663, 0.92728, 0.76033, 1.3912, 0.00055188, 0.00055188, 0.00055188
64, 0.69165, 0.60645, 1.1451, 0.84889, 0.78576, 0.8488, 0.64153, 0.95865, 0.77062, 1.4, 0.00053773, 0.00053773, 0.00053773
65, 0.67778, 0.61235, 1.1333, 0.79428, 0.79075, 0.82264, 0.63346, 0.95087, 0.84891, 1.4206, 0.00052359, 0.00052359, 0.00052359
66, 0.65577, 0.57574, 1.1181, 0.82654, 0.79276, 0.83054, 0.64217, 0.98956, 0.84396, 1.4373, 0.00050944, 0.00050944, 0.00050944
67, 0.6355, 0.55203, 1.1245, 0.86854, 0.81746, 0.84426, 0.64636, 0.97387, 0.76937, 1.4332, 0.00049529, 0.00049529, 0.00049529
68, 0.6457, 0.55397, 1.111, 0.79299, 0.82594, 0.83393, 0.63756, 0.94525, 0.82425, 1.3967, 0.00048114, 0.00048114, 0.00048114
69, 0.659, 0.56258, 1.1192, 0.80412, 0.80372, 0.82353, 0.6303, 0.95557, 0.82818, 1.408, 0.000467, 0.000467, 0.000467
70, 0.62816, 0.53071, 1.1065, 0.82745, 0.79379, 0.84313, 0.66256, 0.92465, 0.76892, 1.3738, 0.00045285, 0.00045285, 0.00045285
71, 0.62866, 0.5317, 1.1014, 0.86163, 0.78948, 0.84079, 0.63961, 0.97014, 0.71978, 1.4422, 0.0004387, 0.0004387, 0.0004387
72, 0.61342, 0.52414, 1.098, 0.82657, 0.85597, 0.86124, 0.67196, 0.92098, 0.69895, 1.3897, 0.00042456, 0.00042456, 0.00042456
73, 0.60369, 0.54958, 1.1079, 0.83201, 0.84289, 0.87031, 0.66101, 0.92708, 0.72947, 1.4085, 0.00041041, 0.00041041, 0.00041041
74, 0.58778, 0.5112, 1.1001, 0.85488, 0.80527, 0.86095, 0.65962, 0.93201, 0.72547, 1.4302, 0.00039626, 0.00039626, 0.00039626
75, 0.60128, 0.50191, 1.0881, 0.78396, 0.82751, 0.84164, 0.65058, 0.96602, 0.73619, 1.4485, 0.00038211, 0.00038211, 0.00038211
76, 0.60014, 0.5232, 1.0943, 0.84828, 0.85703, 0.87816, 0.64541, 0.95293, 0.71894, 1.3981, 0.00036797, 0.00036797, 0.00036797
77, 0.59226, 0.51128, 1.0681, 0.84208, 0.83222, 0.85094, 0.65836, 0.95979, 0.7396, 1.4126, 0.00035382, 0.00035382, 0.00035382
78, 0.58317, 0.49799, 1.0772, 0.85583, 0.84005, 0.86918, 0.67378, 0.90527, 0.72959, 1.3716, 0.00033967, 0.00033967, 0.00033967
79, 0.60523, 0.50122, 1.0835, 0.87558, 0.85811, 0.89549, 0.68357, 0.92595, 0.69916, 1.4095, 0.00032553, 0.00032553, 0.00032553
80, 0.56498, 0.47728, 1.0645, 0.87113, 0.88362, 0.9016, 0.68434, 0.92795, 0.69, 1.3921, 0.00031138, 0.00031138, 0.00031138
81, 0.60117, 0.50667, 1.0767, 0.87415, 0.86766, 0.87157, 0.6723, 0.93703, 0.69337, 1.4234, 0.00029723, 0.00029723, 0.00029723
82, 0.5686, 0.47166, 1.0655, 0.85674, 0.87133, 0.88997, 0.69134, 0.89547, 0.7025, 1.3585, 0.00028308, 0.00028308, 0.00028308
83, 0.56644, 0.46621, 1.0657, 0.88293, 0.82222, 0.89005, 0.66824, 0.91486, 0.71899, 1.3859, 0.00026894, 0.00026894, 0.00026894
84, 0.56837, 0.47326, 1.0656, 0.86881, 0.84593, 0.87316, 0.66848, 0.90485, 0.69904, 1.3552, 0.00025479, 0.00025479, 0.00025479
85, 0.5598, 0.45982, 1.0646, 0.83106, 0.86166, 0.87413, 0.67148, 0.89437, 0.72241, 1.3706, 0.00024064, 0.00024064, 0.00024064
86, 0.57316, 0.47001, 1.0636, 0.86725, 0.85318, 0.89089, 0.68962, 0.87517, 0.67381, 1.3379, 0.0002265, 0.0002265, 0.0002265
87, 0.55738, 0.45387, 1.0551, 0.90845, 0.84236, 0.89337, 0.69245, 0.89559, 0.72089, 1.3618, 0.00021235, 0.00021235, 0.00021235
88, 0.54651, 0.44283, 1.0626, 0.89952, 0.84157, 0.88756, 0.697, 0.87643, 0.72022, 1.363, 0.0001982, 0.0001982, 0.0001982
89, 0.56313, 0.45321, 1.0587, 0.90543, 0.84868, 0.89276, 0.69811, 0.88885, 0.69652, 1.3666, 0.00018406, 0.00018406, 0.00018406
90, 0.53457, 0.45068, 1.0498, 0.87542, 0.85425, 0.88496, 0.69469, 0.89321, 0.68728, 1.3846, 0.00016991, 0.00016991, 0.00016991
91, 0.50842, 0.42445, 1.0399, 0.86564, 0.84975, 0.88001, 0.68597, 0.89582, 0.73594, 1.3769, 0.00015576, 0.00015576, 0.00015576
92, 0.51877, 0.43618, 1.0442, 0.86181, 0.84246, 0.87108, 0.67357, 0.90535, 0.75672, 1.3876, 0.00014161, 0.00014161, 0.00014161
93, 0.52656, 0.44092, 1.0378, 0.8887, 0.82903, 0.87794, 0.69704, 0.86722, 0.70975, 1.3431, 0.00012747, 0.00012747, 0.00012747
94, 0.50455, 0.41581, 1.0315, 0.87952, 0.84651, 0.87552, 0.69261, 0.88375, 0.71048, 1.3661, 0.00011332, 0.00011332, 0.00011332
95, 0.51519, 0.41547, 1.0374, 0.86134, 0.84592, 0.87663, 0.68986, 0.87886, 0.67228, 1.3697, 9.9173e-05, 9.9173e-05, 9.9173e-05
96, 0.49623, 0.41053, 1.0163, 0.86847, 0.84043, 0.87904, 0.69028, 0.88451, 0.6971, 1.3696, 8.5026e-05, 8.5026e-05, 8.5026e-05
97, 0.50328, 0.42494, 1.0367, 0.89505, 0.8416, 0.87943, 0.69249, 0.89353, 0.7115, 1.3758, 7.0878e-05, 7.0878e-05, 7.0878e-05
98, 0.52536, 0.43098, 1.0448, 0.87477, 0.84985, 0.87497, 0.69381, 0.86491, 0.71313, 1.347, 5.6731e-05, 5.6731e-05, 5.6731e-05
99, 0.52301, 0.42291, 1.0417, 0.86273, 0.85124, 0.86626, 0.69148, 0.87004, 0.70288, 1.3547, 4.2584e-05, 4.2584e-05, 4.2584e-05