Title :
Biomapping: Privacy trustworthy biometrics using noninvertible and discriminable constructions
Author :
Shi, Jinyang ; You, Zhiyang ; Gu, Ming ; Lam, Kwok-Yan
Author_Institution :
Key Lab. for Inf. Syst. Security, Tsinghua Univ., Beijing
Abstract :
Biometric authentication and privacy protection are conflicting issues in a practical system. Since biometrics cannot be revoked or canceled if compromised duo to the permanent association with the user, privacy-preserving biometric recognition is desired. However, the recently proposed template protection schemes are not yet sufficiently mature. Specially, the popular noninvertible transform approach will result in an obvious decrease of GAR for a fixed FAR. In this paper, we put forward a novel anonymous fingerprint recognition scheme, Biomapping, as the first approach to integrate the feature extraction, noninvertible transform, and anonymous query as a whole. Biomapping extracts the fingerprint feature utilizing a minutiae-centered region encoding, then performs anonymous enrollment and verification using the noninvertible and discriminable constructions. Experiments on the public domain database show Biomapping can provide better recognition accuracy along with the ability to protect the biometric template, thus becomes a promising solution for privacy trustworthy biometric applications.
Keywords :
data privacy; feature extraction; fingerprint identification; anonymous fingerprint recognition scheme; anonymous query; biomapping; biometric applications; biometric authentication; biometric template; fingerprint feature extraction; minutiae-centered region encoding; noninvertible transform; privacy protection; privacy trustworthy biometrics; privacy-preserving biometric recognition; template protection scheme; Authentication; Biometrics; Cryptography; Feature extraction; Fingerprint recognition; Pattern recognition; Privacy; Protection; Security; Software performance;
Conference_Titel :
Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
Conference_Location :
Tampa, FL
Print_ISBN :
978-1-4244-2174-9
Electronic_ISBN :
1051-4651
DOI :
10.1109/ICPR.2008.4761874