Non-Invertibility for Random Projection based Biometric Template Protection Scheme

Ai Thao Nguyen Thi, T. K. Dang, D. T. Nguyen
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Abstract

Nowadays, biometric-based authentication systems are widely used. This fact has led to increased attacks on biometric data of users. Therefore, biometric template protection is sure to keep the attention of researchers for the security of the authentication systems. Many previous works proposed the biometric template protection schemes by transforming the original biometric data into a secure domain, or establishing a cryptographic key with the use of biometric data. The main purpose was that fulfill the all three requirements: cancelability, security, and performance as many as possible. In this paper, using random projection merged with fuzzy commitment, we will introduce a hybrid scheme of biometric template protection. We try to limit their own drawbacks and take full advantages of these techniques at the same time. In addition, an analysis of non-invertibility property will be exercised with regards to the use of random projection aiming at enhancing the security of the system while preserving the discriminability of the original biometric template.
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基于随机投影的生物特征模板保护方案的不可逆性
目前,基于生物特征的认证系统得到了广泛的应用。这一事实导致对用户生物特征数据的攻击增加。因此,生物识别模板保护必然会引起研究人员对认证系统安全性的关注。许多文献提出了生物特征模板保护方案,将原始生物特征数据转换为安全域,或利用生物特征数据建立加密密钥。其主要目的是尽可能多地满足所有三个需求:可取消性、安全性和性能。本文将随机投影与模糊承诺相结合,提出一种混合的生物特征模板保护方案。我们试图限制它们自身的缺点,同时充分利用这些技术的优势。此外,将对随机投影的使用进行非可逆性分析,旨在提高系统的安全性,同时保留原始生物识别模板的可辨别性。
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