【摘 要】
：
The traditional inspection methods are mostly based on manual inspection which is very likely to make erroneous judgments due to personal subjectivity or eye fa
【机 构】
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College of Computer and Information Engineeing
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The traditional inspection methods are mostly based on manual inspection which is very likely to make erroneous judgments due to personal subjectivity or eye fatigue,and cant satisfy the accuracy.To overcome these difficulties,we develop a machine vision inspection system.We first compare several kinds of methods for feature extraction and classification,and then present a real-time automated visual inspection system for copper strips surface (CSS) defects based on compound moment invariants and support vector machine (SVM).The proposed method first processes images collected by hardware system,and then extracts feature characteristics based on grayscale characteristics and morphologic characteristics (Hu and Zernike compound moment invariants).Finally,we use SVM to classify the CSS defects.Furthermore,performance comparisons among SVM,back propagation (BP) and radial basis function (RBF) neural networks have been involved.Experimental resuhs show that the proposed approach achieves an accuracy of 95.8％ in detecting CSS defects.
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