多模态生物识别验证系统在真实欺骗攻击下的鲁棒性

B. Biggio, Z. Akhtar, G. Fumera, G. Marcialis, F. Roli
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引用次数: 27

摘要

最近的研究表明,多模态生物识别系统对欺骗攻击的鲁棒性不强[12,15,13]。然而,这一结论是在“最坏情况”攻击的假设下得出的,攻击者能够完美地复制真实的生物特征。本文的目的是分析一些结合指纹和面部生物特征的多模态验证系统在真实欺骗攻击下的鲁棒性,以研究在最坏攻击假设下所得结果的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Robustness of multi-modal biometric verification systems under realistic spoofing attacks
Recent works have shown that multi-modal biometric systems are not robust against spoofing attacks [12, 15, 13]. However, this conclusion has been obtained under the hypothesis of a “worst case” attack, where the attacker is able to replicate perfectly the genuine biometric traits. Aim of this paper is to analyse the robustness of some multi-modal verification systems, combining fingerprint and face biometrics, under realistic spoofing attacks, in order to investigate the validity of the results obtained under the worst-case attack assumption.
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