YOLOv8 实用 PCB 电路板缺陷检测 [数据集 + YOLOv8 模型 + 源代码 + PyQt5 接口]。
最编程
2024-10-12 19:20:35
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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
1, 1.5186, 1.0309, 1.133, 0.88727, 0.83787, 0.89693, 0.51123, 1.3915, 0.65172, 1.0685, 0.0033266, 0.0033266, 0.0033266
2, 1.4226, 0.70644, 1.0515, 0.88858, 0.85107, 0.90712, 0.51561, 1.3674, 0.65723, 1.0543, 0.006594, 0.006594, 0.006594
3, 1.4412, 0.74073, 1.0561, 0.88696, 0.81566, 0.88165, 0.49775, 1.4194, 0.75361, 1.0932, 0.0097954, 0.0097954, 0.0097954
4, 1.4552, 0.7677, 1.0708, 0.88383, 0.81111, 0.87472, 0.49261, 1.4273, 0.72121, 1.0982, 0.009703, 0.009703, 0.009703
5, 1.4373, 0.73925, 1.0654, 0.90555, 0.85403, 0.91595, 0.52588, 1.3692, 0.65544, 1.0729, 0.009604, 0.009604, 0.009604
6, 1.4126, 0.71078, 1.0596, 0.89908, 0.86179, 0.92089, 0.53805, 1.3453, 0.63907, 1.0634, 0.009505, 0.009505, 0.009505
7, 1.3977, 0.69711, 1.0542, 0.91219, 0.86024, 0.91866, 0.53954, 1.3544, 0.61549, 1.0636, 0.009406, 0.009406, 0.009406
8, 1.392, 0.68206, 1.0497, 0.91886, 0.86974, 0.92963, 0.5507, 1.3321, 0.60905, 1.061, 0.009307, 0.009307, 0.009307
9, 1.3816, 0.67083, 1.0435, 0.91649, 0.87572, 0.93345, 0.55334, 1.3309, 0.58918, 1.0581, 0.009208, 0.009208, 0.009208
10, 1.3758, 0.66116, 1.0438, 0.91469, 0.87484, 0.93289, 0.55828, 1.3188, 0.5936, 1.0605, 0.009109, 0.009109, 0.009109
11, 1.3662, 0.65231, 1.0398, 0.92715, 0.8831, 0.93936, 0.56142, 1.3231, 0.56637, 1.0609, 0.00901, 0.00901, 0.00901
12, 1.3602, 0.64815, 1.0396, 0.92408, 0.88929, 0.94147, 0.56573, 1.3039, 0.56379, 1.0496, 0.008911, 0.008911, 0.008911
13, 1.3544, 0.63991, 1.0347, 0.92262, 0.88934, 0.94105, 0.56492, 1.312, 0.56192, 1.0567, 0.008812, 0.008812, 0.008812
14, 1.3482, 0.63144, 1.0367, 0.9258, 0.89173, 0.94311, 0.57201, 1.2954, 0.5531, 1.0527, 0.008713, 0.008713, 0.008713
15, 1.3415, 0.62525, 1.03, 0.93229, 0.88831, 0.94223, 0.57344, 1.2977, 0.54259, 1.0436, 0.008614, 0.008614, 0.008614
16, 1.3342, 0.62097, 1.027, 0.92295, 0.89823, 0.94633, 0.57535, 1.2915, 0.54091, 1.0455, 0.008515, 0.008515, 0.008515
17, 1.336, 0.61865, 1.0297, 0.92659, 0.89848, 0.94635, 0.57726, 1.2904, 0.53488, 1.0494, 0.008416, 0.008416, 0.008416
18, 1.3262, 0.61438, 1.0283, 0.93123, 0.90045, 0.95076, 0.58277, 1.2839, 0.52559, 1.0423, 0.008317, 0.008317, 0.008317
19, 1.3282, 0.60815, 1.0239, 0.92883, 0.8983, 0.94797, 0.58, 1.2809, 0.52623, 1.0429, 0.008218, 0.008218, 0.008218
20, 1.3207, 0.60491, 1.0235, 0.92788, 0.9034, 0.95106, 0.58308, 1.2838, 0.52524, 1.0422, 0.008119, 0.008119, 0.008119
21, 1.3196, 0.60073, 1.0231, 0.9322, 0.90632, 0.95243, 0.58762, 1.2722, 0.51668, 1.0364, 0.00802, 0.00802, 0.00802
22, 1.3182, 0.59959, 1.0199, 0.93266, 0.90605, 0.95151, 0.58563, 1.2754, 0.51644, 1.038, 0.007921, 0.007921, 0.007921
23, 1.311, 0.59651, 1.0193, 0.93103, 0.90765, 0.95273, 0.58982, 1.2686, 0.50991, 1.031, 0.007822, 0.007822, 0.007822
24, 1.3045, 0.5923, 1.0141, 0.93095, 0.90904, 0.95364, 0.59034, 1.2663, 0.50848, 1.0318, 0.007723, 0.007723, 0.007723
25, 1.3002, 0.58767, 1.0152, 0.93077, 0.91076, 0.95419, 0.59351, 1.2603, 0.50421, 1.0327, 0.007624, 0.007624, 0.007624
26, 1.3015, 0.58342, 1.0133, 0.9325, 0.91172, 0.95565, 0.59516, 1.2575, 0.49956, 1.0289, 0.007525, 0.007525, 0.007525
27, 1.3038, 0.58434, 1.0134, 0.93155, 0.91291, 0.95573, 0.59584, 1.2567, 0.49908, 1.0278, 0.007426, 0.007426, 0.007426
28, 1.2919, 0.57956, 1.0104, 0.93763, 0.9135, 0.95688, 0.59697, 1.2565, 0.49444, 1.0291, 0.007327, 0.007327, 0.007327
29, 1.2935, 0.57735, 1.0118, 0.93758, 0.91107, 0.95736, 0.59756, 1.2536, 0.49291, 1.0264, 0.007228, 0.007228, 0.007228
30, 1.2918, 0.57649, 1.0086, 0.93599, 0.91469, 0.95791, 0.60046, 1.2502, 0.49178, 1.024, 0.007129, 0.007129, 0.007129
31, 1.2845, 0.57289, 1.0063, 0.93533, 0.9165, 0.95873, 0.60043, 1.2496, 0.48728, 1.0244, 0.00703, 0.00703, 0.00703
32, 1.2764, 0.56629, 1.0071, 0.93518, 0.91408, 0.95729, 0.5992, 1.2494, 0.48824, 1.0247, 0.006931, 0.006931, 0.006931
33, 1.28, 0.56802, 1.0057, 0.9369, 0.918, 0.95971, 0.60201, 1.247, 0.48331, 1.0221, 0.006832, 0.006832, 0.006832
34, 1.2756, 0.56608, 1.0037, 0.93887, 0.91671, 0.96007, 0.60296, 1.248, 0.48201, 1.0235, 0.006733, 0.006733, 0.006733
35, 1.2709, 0.5613, 1.0027, 0.93764, 0.91673, 0.96044, 0.60273, 1.248, 0.48121, 1.0246, 0.006634, 0.006634, 0.006634
36, 1.2721, 0.55939, 1.0044, 0.93568, 0.91962, 0.96016, 0.60466, 1.2451, 0.47912, 1.0231, 0.006535, 0.006535, 0.006535
37, 1.2669, 0.56019, 1.0036, 0.93756, 0.91917, 0.95978, 0.60459, 1.2441, 0.47801, 1.0239, 0.006436, 0.006436, 0.006436
38, 1.2667, 0.55617, 0.99921, 0.9399, 0.92082, 0.96103, 0.60579, 1.2428, 0.47554, 1.0216, 0.006337, 0.006337, 0.006337
39, 1.26, 0.55287, 0.99963, 0.93826, 0.92231, 0.96112, 0.6058, 1.2416, 0.47455, 1.0209, 0.006238, 0.006238, 0.006238
40, 1.2623, 0.55001, 0.99638, 0.9376, 0.92229, 0.96098, 0.60515, 1.2427, 0.47303, 1.0187, 0.006139, 0.006139, 0.006139
41, 1.2554, 0.54734, 0.99714, 0.93754, 0.92362, 0.96187, 0.60605, 1.2411, 0.47227, 1.0208, 0.00604, 0.00604, 0.00604
42, 1.2527, 0.54648, 0.99712, 0.93732, 0.92399, 0.96217, 0.60761, 1.2401, 0.47033, 1.0217, 0.005941, 0.005941, 0.005941
43, 1.2504, 0.54511, 0.99495, 0.93954, 0.92173, 0.96194, 0.60827, 1.2396, 0.4695, 1.0194, 0.005842, 0.005842, 0.005842
44, 1.247, 0.54053, 0.99104, 0.93829, 0.9237, 0.96187, 0.60803, 1.2388, 0.46761, 1.0174, 0.005743, 0.005743, 0.005743
45, 1.2422, 0.53992, 0.99222, 0.93856, 0.92504, 0.96287, 0.60946, 1.2363, 0.46655, 1.0159, 0.005644, 0.005644, 0.005644
46, 1.2463, 0.53894, 0.98767, 0.93687, 0.92628, 0.96245, 0.60903, 1.2362, 0.46654, 1.0149, 0.005545, 0.005545, 0.005545
47, 1.2367, 0.536, 0.98774, 0.93889, 0.92467, 0.9624, 0.61002, 1.235, 0.46502, 1.0141, 0.005446, 0.005446, 0.005446
48, 1.2369, 0.53576, 0.98623, 0.93873, 0.92469, 0.96256, 0.61092, 1.2334, 0.46419, 1.0139, 0.005347, 0.005347, 0.005347
49, 1.2358, 0.53318, 0.98735, 0.93872, 0.92514