A distance-based approach to modelling reference signature for verification

A. S. P. Mlaba, M. V. Gwetu, Serestina Viriri
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引用次数: 3

Abstract

Signature verification is very important in verification and authentication systems due to its widespread use in our daily lives. Previous research in this field has mainly focused on optimizing features and matching algorithms. In this paper, we present an effective alternative approach for producing a reference signature that generalizes the properties of the given sample signatures. Two experiments are conducted: using the traditional Average Reference Signature (ARS) and using the new Average Permutative Difference Signature (APDS) approach. The Discrete Fourier Transform is applied on signature information and the Fast Dynamic Time Warping algorithm is used as a matching algorithm. Experiments were carried out on the skilled forgeries of the SVC2004 database, yielding False Rejection Rates of 0.31 and 0.51; and False Acceptance Rates of 1.84 and 1.36, for the two approaches (ARS and APDS) respectively.
基于距离的参考签名验证建模方法
签名验证在我们的日常生活中有着广泛的应用,在验证和认证系统中占有非常重要的地位。该领域之前的研究主要集中在特征优化和匹配算法上。在本文中,我们提出了一种有效的替代方法来产生参考签名,该参考签名概括了给定样本签名的性质。利用传统的平均参考签名(ARS)和新的平均置换差分签名(APDS)方法进行了两种实验。采用离散傅里叶变换对签名信息进行处理,并采用快速动态时间翘曲算法作为匹配算法。对SVC2004数据库的熟练伪造进行了实验,产生了0.31和0.51的假拒绝率;两种方法(ARS和APDS)的误接受率分别为1.84和1.36。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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