Journal
TEXTILE RESEARCH JOURNAL
Volume 76, Issue 4, Pages 295-300Publisher
SAGE PUBLICATIONS LTD
DOI: 10.1177/0040517506053906
Keywords
knit fabrics; fabric defects; neural networks; image processing; fast fourier transform
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A new method for knitted fabric defect detection and classification using image analysis and neural networks is presented. Images of six different induced defects were obtained and used in the analysis. Statistical procedures and Fourier Transforms were utilized as two different approaches in the feature extraction effort and neural networks were used to detect and classify the defects. The results showed success in detection and classification of most defects especially when the Fourier transforms technique was utilized.
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