基于同态加密的变长模板保护及其在签名生物识别中的应用

M. Gomez-Barrero, Julian Fierrez, Javier Galbally
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引用次数: 17

摘要

由于生物特征数据的敏感性,任何隐私泄露都会带来严重的安全风险。因此,生物识别模板应该受到保护,存储不可逆转的转换或加密的生物识别信号,同时保持未受保护的系统的性能。基于Zhu等人在时间序列数据隐私保护相似性评估方面的最新进展,我们提出了一种新的基于同态概率加密的生物特征模板保护方案,该方案只存储或交换加密过的数据。然后,我们将提出的方案应用于签名验证,并使用公开可用的数据库和Paillier密码系统的免费实现,证明ISO/IEC 24745标准中描述的所有要求都没有性能下降。此外,该方法对爬坡攻击具有较强的鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Variable-length template protection based on homomorphic encryption with application to signature biometrics
Any privacy leakage of biometric data poses severe security risks given their sensitive nature. Biometric templates should thus be protected, storing irreversibly transformed or encrypted biometric signals, while preserving the unprotected system's performance. Based on the recent developments by Zhu et al. on privacy preserving similarity evaluation of time series data, we present a new biometric template protection scheme based on homomorphic probabilistic encryption, where only encrypted data is stored or exchanged. We then apply the proposed scheme to signature verification and show that all requirements described in the ISO/IEC 24745 standard are met with no performance degradation, using a publicly available database and a free implementation of the Paillier cryptosystem. Moreover, the proposed approach is robust to hill-climbing attacks.
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