Title :
Study of fabric defects detection through Gabor filter based on scale transformation
Author :
Chen, Shuyue ; Feng, Jun ; Zou, Ling
Author_Institution :
Sch. of Inf. Sci. & Eng., Jiangsu Polytech. Univ., Changzhou, China
Abstract :
Aiming at fabric defects detection in textile industry, a Gabor filtering strategy based on scale transformation was presented, in which the extension scale of Gabor filter function was shown. Firstly the Gabor filter banks are convolved with normal fabric image to extract normal texture features. Secondly the convolution of Gabor filter banks and defected image is carried out to obtain the deviation images, and then they are fused. Lastly the fabric defects are detected by threshold processing. The results show that the method is effective for fabric defects detecting.
Keywords :
Gabor filters; fabrics; feature extraction; image fusion; textile industry; Gabor filter function; Gabor filtering strategy; Image fusion; defected image; fabric defects detection; fabric image; scale transformation; textile industry; texture feature extraction; Band pass filters; Fabrics; Filter bank; Frequency; Gabor filters; Humans; Image recognition; Inspection; Pixel; Surface morphology; Defects detection; Gabor filter; Image fusion; Scale transformation; Textile;
Conference_Titel :
Image Analysis and Signal Processing (IASP), 2010 International Conference on
Conference_Location :
Zhejiang
Print_ISBN :
978-1-4244-5554-6
Electronic_ISBN :
978-1-4244-5556-0
DOI :
10.1109/IASP.2010.5476155