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Small-angle approximation attack on angle-based many-to-one functions for biometric templates

By Zhe Jin, Bok-Min Goi, A. B. J. Teoh, Yong Haur Tay and Pan Zheng

Abstract

If a biometric template is compromised, the invasion of user privacy is inevitable. Since human biometric is irreplaceable and irrevocable, such an invasion implies a permanent loss of user identity. As a result, many transformation methods are proposed to convert the biometric template into non-invertible version of itself. However, if the transformation functions are not carefully designed, the 'non-invertible' templates are susceptible to be partially or fully invertible. In this paper, we proposed a template inversion technique, namely small-angle approximation attack, which is less studied in the literature. We reveal that the angle-based many-to-one property of the non-linear functions is highly vulnerable to small-angle approximation attack

Topics: approximation theory, biometrics (access control), data privacy
Publisher: IEEE
Year: 2015
DOI identifier: 10.1109/ICCE-TW.2015.7217051
OAI identifier: oai:vtl.cc.swin.edu.au:swin:47746
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