Extreme Learning Machine and Moving Least Square Regression Based Solar Panel Vision Inspection

Table 3

Solder joint defect detect performance.

Times	SVM; Recognition rate (%)	[14]; Recognition rate (%)	The work; Recognition rate (%)	SVM; Time cost (s)	[14]; Time cost (s)	The work; Time cost (s)
1	96.3	99.0	98.5	4.42	4.05	4.32
2	97.1	98.3	97.7	4.53	4.11	4.54
3	97.3	98.1	97.3	4.60	4.10	4.58
4	98.1	99.8	99.6	4.47	4.10	4.50
5	97.3	98.5	97.8	4.40	4.00	4.36
6	97.4	98.4	97.8	5.02	4.43	4.98
7	96.6	97.2	97.2	4.72	4.20	4.80
8	98.0	99.4	99.0	4.90	4.30	4.72
Average	97.3	98.6	98.1	4.63	4.16	4.60