{"title":"基于尺度变换的Gabor滤波器织物疵点检测研究","authors":"Shuyue Chen, Jun Feng, Ling Zou","doi":"10.1109/IASP.2010.5476155","DOIUrl":null,"url":null,"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.","PeriodicalId":223866,"journal":{"name":"2010 International Conference on Image Analysis and Signal Processing","volume":"129 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"14","resultStr":"{\"title\":\"Study of fabric defects detection through Gabor filter based on scale transformation\",\"authors\":\"Shuyue Chen, Jun Feng, Ling Zou\",\"doi\":\"10.1109/IASP.2010.5476155\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":223866,\"journal\":{\"name\":\"2010 International Conference on Image Analysis and Signal Processing\",\"volume\":\"129 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2010-04-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"14\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 International Conference on Image Analysis and Signal Processing\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IASP.2010.5476155\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 International Conference on Image Analysis and Signal Processing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IASP.2010.5476155","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Study of fabric defects detection through Gabor filter based on scale transformation
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.