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sina1300841: ½ð±Ò+3, ¡ï¡ï¡ïºÜÓаïÖú 2014-08-28 19:10:18
sunshan4379: LS-EPI+1, ¸ÐлӦÖú£¡ 2014-08-28 19:33:38
sina1300841: ½ð±Ò+3, ¡ï¡ï¡ïºÜÓаïÖú 2014-08-28 19:10:18
sunshan4379: LS-EPI+1, ¸ÐлӦÖú£¡ 2014-08-28 19:33:38
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Fabric defect image segmentation based on the visual attention mechanism of the wavelet domain ×÷Õß:Guan, SQ (Guan, Shengqi)[ 1 ] ; Gao, ZY (Gao, Zhaoyuan)[ 1 ] TEXTILE RESEARCH JOURNAL ¾í: 84 ÆÚ: 10 Ò³: 1018-1033 DOI: 10.1177/0040517513517964 ³ö°æÄê: JUN 2014 ²é¿´ÆÚ¿¯ÐÅÏ¢ ÕªÒª In order to explore the accurate image segmentation of fabric defects, we will introduce the visual attention mechanism of the wavelet domain to the dynamic detection of fabric defects. First of all, feature maps are formed by extracting simple features from a collection image. Secondly, feature maps by multi-layer wavelet decomposition are decomposed into a lot of feature sub-maps of the wavelet domain. On this basis, the center-surround operator among feature sub-maps of the wavelet domain is adopted to build the feature difference sub-maps, which are fused into feature saliency maps through fuse strategy. Finally, the defect interest areas are segmented based on the maximum between-cluster variance method in saliency maps, and the fabric defects through the region growing method are detected in the defect interest areas. Comparing with the wavelet transform algorithm, experimental results show that the proposed method is able to segment the defect information completely, and it has a strong ability to resist noise interference, which can improve the accuracy of defect detection. ¹Ø¼ü´Ê ×÷Õ߹ؼü´Ê:wavelet domain; visual attention mechanism; feature saliency map; image segmentation KeyWords Plus:INSPECTION ×÷ÕßÐÅÏ¢ ͨѶ×÷ÕßµØÖ·: Guan, SQ (ͨѶ×÷Õß) Xian Polytech Univ, Coll Mech & Elect Engn, 19 South Rd, Xian, Peoples R China. µØÖ·: [ 1 ] Xian Polytech Univ, Coll Mech & Elect Engn, Xian, Peoples R China µç×ÓÓʼþµØÖ·:sina1300841@163.com »ù½ð×ÊÖúÖÂл »ù½ð×ÊÖú»ú¹¹ ÊÚȨºÅ Scientific Research Program - Shan xi Provincial Education Department 2013JK1083 Doctoral scientific Research - Xi'an Polytechnic University BS1005 ²é¿´»ù½ð×ÊÖúÐÅÏ¢ ³ö°æÉÌ SAGE PUBLICATIONS LTD, 1 OLIVERS YARD, 55 CITY ROAD, LONDON EC1Y 1SP, ENGLAND Àà±ð / ·ÖÀà Ñо¿·½Ïò:Materials Science Web of Science Àà±ð:Materials Science, Textiles ÎÄÏ×ÐÅÏ¢ ÎÄÏ×ÀàÐÍ:Article ÓïÖÖ:English Èë²ØºÅ: WOS:000338014400002 ISSN: 0040-5175 µç×Ó ISSN: 1746-7748 ÆÚ¿¯ÐÅÏ¢ Impact Factor (Ó°ÏìÒò×Ó): Journal Citation Reports® ÆäËûÐÅÏ¢ IDS ºÅ: AJ9FZ Web of Science ºËÐĺϼ¯ÖÐµÄ "ÒýÓõIJο¼ÎÄÏ×": 22 Web of Science ºËÐĺϼ¯ÖÐµÄ "±»ÒýƵ´Î": 0 ÒýÎÄÍøÂç 0 ±»ÒýƵ´Î 22 ÒýÓõIJο¼ÎÄÏ× ²é¿´ Related Records ²é¿´ÒýÖ¤¹ØÏµÍ¼ ´´½¨ÒýÎĸú×Ù (Êý¾ÝÀ´×Ô Web of ScienceTM ºËÐĺϼ¯) È«²¿±»ÒýƵ´Î¼ÆÊý 0 / ËùÓÐÊý¾Ý¿â 0 / Web of Science ºËÐĺϼ¯ 0 / BIOSIS Citation Index 0 / Öйú¿ÆÑ§ÒýÎÄÊý¾Ý¿â 0 / Data Citation Index 0 / SciELO Citation Index ´Ë¼Ç¼À´×Ô: Web of ScienceTM ºËÐĺϼ¯ ½¨ÒéÐÞÕý Èç¹ûÏ£ÍûÌá¸ß´Ë¼Ç¼ÖÐÊý¾ÝµÄÖÊÁ¿£¬ÇëÌṩÐÞÕý½¨Òé¡£ |
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