A Reproducible Performance Evaluation Method for Forged Fingerprint Detection Algorithm

YongNyuo Shin, Myung-Geun Chun, Woochang Shin
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引用次数: 1

Abstract

As biometric technologies such as fingerprint recognition technology become more widespread, the danger posed by security attacks using forged fingerprints is increasing. To counter this threat, diverse technologies are being developed to detect fingerprint forgery. However, thus far there has no method of evaluating the performance of forged fingerprint detection algorithms that has been confirmed to be reliable by achieving reproducible performance test results. This paper proposes a method for objective performance evaluation of forged fingerprint technology. Unlike previous methods of evaluating the performance of forged fingerprint detection algorithms, the proposed performance evaluation method can reproduce evaluation results, and can be used for technology evaluation. To eliminate the ambiguity of the method and express it in a formal manner, the Evaluation Model of Forged Fingerprint Detection (EMFFD) has been developed. In addition, various metrics have been defined to measure the performance evaluation of forged fingerprints.
伪造指纹检测算法的可重复性能评价方法
随着指纹识别等生物识别技术的普及,利用伪造指纹进行安全攻击的危险也在增加。为了应对这种威胁,人们正在开发各种技术来检测指纹伪造。然而,到目前为止,还没有一种方法来评估伪造指纹检测算法的性能,并通过实现可重复的性能测试结果来证实其可靠性。提出了一种对伪造指纹技术进行客观性能评价的方法。与以往评估伪造指纹检测算法性能的方法不同,本文提出的性能评估方法可以再现评估结果,并可用于技术评估。为了消除该方法的模糊性并使其形式化,建立了伪造指纹检测评价模型(EMFFD)。此外,还定义了各种指标来衡量伪造指纹的性能评估。
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