{"title":"使用提取的位移函数的离线签名验证系统","authors":"Y. Mizukami, M. Yoshimura, H. Miike, I. Yoshimura","doi":"10.1109/ICDAR.1999.791898","DOIUrl":null,"url":null,"abstract":"This paper proposes an off-line signature verification system based on a displacement extraction method in which a questionable signature is compared with a corresponding authentic one. The optimum displacement function for any pair of signatures is extracted using minimization of a functional defined as the weighted sum of the squared Euclidean distance between two signatures and a penalty term requiring smoothness of the displacement function. A coarse-to-fine search method is applied to avoid stopping at a local minimum, i.e., the two signatures are first transformed into coarse images by Gaussian filtering. The optimum displacement function is incorporated such that the system measures the dissimilarity between a questionable signature and the corresponding authentic one. The questionable signature is accepted as genuine only if the observed dissimilarity is below a threshold determined using the dissimilarity between two authentic signatures multiplied by a threshold coefficient. An experiment was performed to evaluate the effectiveness of the proposed system, with resultant error rates being as low as 24.9%; a level much better than that obtained by a method utilizing no displacement function.","PeriodicalId":130039,"journal":{"name":"Proceedings of the Fifth International Conference on Document Analysis and Recognition. ICDAR '99 (Cat. No.PR00318)","volume":"2 8","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1999-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"70","resultStr":"{\"title\":\"An off-line signature verification system using an extracted displacement function\",\"authors\":\"Y. Mizukami, M. Yoshimura, H. Miike, I. Yoshimura\",\"doi\":\"10.1109/ICDAR.1999.791898\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper proposes an off-line signature verification system based on a displacement extraction method in which a questionable signature is compared with a corresponding authentic one. The optimum displacement function for any pair of signatures is extracted using minimization of a functional defined as the weighted sum of the squared Euclidean distance between two signatures and a penalty term requiring smoothness of the displacement function. A coarse-to-fine search method is applied to avoid stopping at a local minimum, i.e., the two signatures are first transformed into coarse images by Gaussian filtering. The optimum displacement function is incorporated such that the system measures the dissimilarity between a questionable signature and the corresponding authentic one. The questionable signature is accepted as genuine only if the observed dissimilarity is below a threshold determined using the dissimilarity between two authentic signatures multiplied by a threshold coefficient. An experiment was performed to evaluate the effectiveness of the proposed system, with resultant error rates being as low as 24.9%; a level much better than that obtained by a method utilizing no displacement function.\",\"PeriodicalId\":130039,\"journal\":{\"name\":\"Proceedings of the Fifth International Conference on Document Analysis and Recognition. ICDAR '99 (Cat. No.PR00318)\",\"volume\":\"2 8\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1999-09-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"70\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the Fifth International Conference on Document Analysis and Recognition. ICDAR '99 (Cat. No.PR00318)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICDAR.1999.791898\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Fifth International Conference on Document Analysis and Recognition. ICDAR '99 (Cat. No.PR00318)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICDAR.1999.791898","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
An off-line signature verification system using an extracted displacement function
This paper proposes an off-line signature verification system based on a displacement extraction method in which a questionable signature is compared with a corresponding authentic one. The optimum displacement function for any pair of signatures is extracted using minimization of a functional defined as the weighted sum of the squared Euclidean distance between two signatures and a penalty term requiring smoothness of the displacement function. A coarse-to-fine search method is applied to avoid stopping at a local minimum, i.e., the two signatures are first transformed into coarse images by Gaussian filtering. The optimum displacement function is incorporated such that the system measures the dissimilarity between a questionable signature and the corresponding authentic one. The questionable signature is accepted as genuine only if the observed dissimilarity is below a threshold determined using the dissimilarity between two authentic signatures multiplied by a threshold coefficient. An experiment was performed to evaluate the effectiveness of the proposed system, with resultant error rates being as low as 24.9%; a level much better than that obtained by a method utilizing no displacement function.