I. Nakanishi, Hiroyuki Sakamotot, Naoto Nishiguchit, Yoshio Itoht, Yutaka Fukuil
{"title":"DWT域的多匹配在线签名验证","authors":"I. Nakanishi, Hiroyuki Sakamotot, Naoto Nishiguchit, Yoshio Itoht, Yutaka Fukuil","doi":"10.1109/ISCIT.2004.1412897","DOIUrl":null,"url":null,"abstract":"The paper presents a multi-matcher on-line signature verification system which fuses the verification scores in the pen-position parameter and the pen-movement angle parameter at the decision level. The pen-position parameter consists of horizontal, x, and vertical, y, coordinates, and the pen-movement angle parameter is derived from the pen-position parameter. Features of pen-position and pen-movement angle are extracted by sub-band decomposition using the discrete wavelet transform (DWT). In pen-position, high frequency sub-band signals are considered as individual features to enhance the difference between a genuine signature and its forgery. On the other hand, low frequency sub-band signals are utilized as features for suppressing the intra-class variation in the pen-movement angle. Verification is achieved by adaptive signal processing using the extracted features. Verification scores in the pen-position and the pen-movement angle are integrated using a weighted sum rule to make the total decision. Experimental results show that fusion of pen-position and pen-movement angle can improve verification performance.","PeriodicalId":237047,"journal":{"name":"IEEE International Symposium on Communications and Information Technology, 2004. ISCIT 2004.","volume":"17 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2004-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Multi-matcher on-line signature verification in DWT domain\",\"authors\":\"I. Nakanishi, Hiroyuki Sakamotot, Naoto Nishiguchit, Yoshio Itoht, Yutaka Fukuil\",\"doi\":\"10.1109/ISCIT.2004.1412897\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The paper presents a multi-matcher on-line signature verification system which fuses the verification scores in the pen-position parameter and the pen-movement angle parameter at the decision level. The pen-position parameter consists of horizontal, x, and vertical, y, coordinates, and the pen-movement angle parameter is derived from the pen-position parameter. Features of pen-position and pen-movement angle are extracted by sub-band decomposition using the discrete wavelet transform (DWT). In pen-position, high frequency sub-band signals are considered as individual features to enhance the difference between a genuine signature and its forgery. On the other hand, low frequency sub-band signals are utilized as features for suppressing the intra-class variation in the pen-movement angle. Verification is achieved by adaptive signal processing using the extracted features. Verification scores in the pen-position and the pen-movement angle are integrated using a weighted sum rule to make the total decision. Experimental results show that fusion of pen-position and pen-movement angle can improve verification performance.\",\"PeriodicalId\":237047,\"journal\":{\"name\":\"IEEE International Symposium on Communications and Information Technology, 2004. ISCIT 2004.\",\"volume\":\"17 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2004-10-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE International Symposium on Communications and Information Technology, 2004. ISCIT 2004.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISCIT.2004.1412897\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE International Symposium on Communications and Information Technology, 2004. ISCIT 2004.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISCIT.2004.1412897","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Multi-matcher on-line signature verification in DWT domain
The paper presents a multi-matcher on-line signature verification system which fuses the verification scores in the pen-position parameter and the pen-movement angle parameter at the decision level. The pen-position parameter consists of horizontal, x, and vertical, y, coordinates, and the pen-movement angle parameter is derived from the pen-position parameter. Features of pen-position and pen-movement angle are extracted by sub-band decomposition using the discrete wavelet transform (DWT). In pen-position, high frequency sub-band signals are considered as individual features to enhance the difference between a genuine signature and its forgery. On the other hand, low frequency sub-band signals are utilized as features for suppressing the intra-class variation in the pen-movement angle. Verification is achieved by adaptive signal processing using the extracted features. Verification scores in the pen-position and the pen-movement angle are integrated using a weighted sum rule to make the total decision. Experimental results show that fusion of pen-position and pen-movement angle can improve verification performance.