基于尺度变换的Gabor滤波器织物疵点检测研究

Shuyue Chen, Jun Feng, Ling Zou
{"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}
引用次数: 14

摘要

针对纺织行业织物疵点检测问题,提出了一种基于尺度变换的Gabor滤波策略,该策略体现了Gabor滤波函数的扩展尺度。首先将Gabor滤波器组与正常的织物图像进行卷积,提取正常的纹理特征。其次,对Gabor滤波器组与偏差图像进行卷积,得到偏差图像,并对其进行融合;最后通过阈值处理对织物疵点进行检测。结果表明,该方法对织物疵点检测是有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信