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Non-Destructive Crack Detection of Preserved Eggs Using a Machine Vision and Multivariate Analysis 被引量:3
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作者 WANG Fang ZHANG Shu TAN Zuojun 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2017年第3期257-262,共6页
Pidan or century egg, also known as preserved egg, is one of the most traditional and popular egg products in China. The crack detection of preserved eggshell is very important to guarantee its quality. In this study,... Pidan or century egg, also known as preserved egg, is one of the most traditional and popular egg products in China. The crack detection of preserved eggshell is very important to guarantee its quality. In this study, we develop an image algorithm for preserved eggshell's crack detection by using natural light and polarized image. Four features including crack length, crack state coefficient, maximum projection and angular point are extracted from the natural light image by morphology calculus algorithms. The support vector machines(SVM) model with radial basis kernel function is established using the four features with an accuracy of about 92%. The detection accuracy is improved to 94% by using a new characteristic parameter of crack length on polarization image. The Multi-information fusion analysis indicates the potential for cracks detection by a real-time synthesis imaging system. 展开更多
关键词 preserved egg crack morphology calculus algorithms polarized light support vector machines(SVM) model
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