One-factor Cancellable Biometrics based on Indexing-First-Order Hashing for Fingerprint Authentication

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

Despite biometrics is deemed a more secure and user-friendly solution than password-based or token-based approach for identity management, biometric templates are vulnerable to adversary attacks that may lead to privacy invasion and irreversible identity theft. Cancelable biometrics is a template protection method that generates a noninvertible identifier from the original biometric template by means of a parameterized transformation function and user/application-specific parameters. However, the necessity to input parameter, either in possession (token) or in memory (password) form along with biometrics, hence two factors, jeopardizes usability of the biometrics. In this paper, we propose a one-factor cancellable biometric authentication scheme that empowered by Indexing First Order hashing, a tailor-made locality sensitive hashing function for template protection. We evaluate the proposed scheme with respect to four template protection design criteria, namely noninvertible, renewability, unlinkability and accuracy performance. We also analyze the threat model of the proposed scheme that enclosed five major security attacks. Despite the scheme can be applied to any binary biometric features, we adopt binary fingerprint vector as a case study for this paper. The evaluations have been carried out under six datasets taken from FVC 2002 and FVC 2004 benchmark databases.

Original languageEnglish
Title of host publication2018 24th International Conference on Pattern Recognition, ICPR 2018
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages3108-3113
Number of pages6
ISBN (Electronic)9781538637883
DOIs
Publication statusPublished - 2018 Nov 26
Event24th International Conference on Pattern Recognition, ICPR 2018 - Beijing, China
Duration: 2018 Aug 202018 Aug 24

Publication series

NameProceedings - International Conference on Pattern Recognition
Volume2018-August
ISSN (Print)1051-4651

Other

Other24th International Conference on Pattern Recognition, ICPR 2018
CountryChina
CityBeijing
Period18/8/2018/8/24

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All Science Journal Classification (ASJC) codes

  • Computer Vision and Pattern Recognition

Cite this

Kim, J., & Jin Teoh, A. B. (2018). One-factor Cancellable Biometrics based on Indexing-First-Order Hashing for Fingerprint Authentication. In 2018 24th International Conference on Pattern Recognition, ICPR 2018 (pp. 3108-3113). [8545565] (Proceedings - International Conference on Pattern Recognition; Vol. 2018-August). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICPR.2018.8545565