Palmprint based Cancelable Biometric Authentication System

A cancelable palmprint authentication system proposed in this paper is specifically designed to overcome the limitations of the contemporary biometric authentication system. In this proposed system, Geometric and pseudo Zernike moments are employed as feature extractors to transform palmprint image into a lower dimensional compact feature representation. Before moment computation, wavelet transform is adopted to decompose palmprint image into lower resolution and dimensional frequency subbands. This reduces the computational load of moment calculation drastically. The generated wavelet-moment based feature representation is used to generate cancelable verification key with a set of random data. This private binary key can be canceled and replaced. Besides that, this key also possesses high data capture offset tolerance, with highly correlated bit strings for intra-class population. This property allows a clear separation of the genuine and imposter populations, as well as zero Equal Error Rate achievement, which is hardly gained in the conventional biometric based authentication system. Keywords— Cancelable biometric authenticator, DiscreteHashing, Moments, Palmprint.

[1]  M. Pawlak,et al.  Gegenbauer moment-based applications for Chinese character recognition , 2002, IEEE CCECE2002. Canadian Conference on Electrical and Computer Engineering. Conference Proceedings (Cat. No.02CH37373).

[2]  Andrew Beng Jin Teoh,et al.  Biohashing: two factor authentication featuring fingerprint data and tokenised random number , 2004, Pattern Recognit..

[3]  R. Mukundan,et al.  Moment Functions in Image Analysis: Theory and Applications , 1998 .

[4]  Roland T. Chin,et al.  On Image Analysis by the Methods of Moments , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  Qin Lu,et al.  A study of moment functions and its use in Chinese character recognition , 1997, Proceedings of the Fourth International Conference on Document Analysis and Recognition.

[6]  Nalini K. Ratha,et al.  Biometric perils and patches , 2002, Pattern Recognit..

[7]  S. Mallat A wavelet tour of signal processing , 1998 .

[8]  Andrew Beng Jin Teoh,et al.  Palmprint Verification with Moments , 2004, WSCG.

[9]  Alireza Khotanzad,et al.  Invariant Image Recognition by Zernike Moments , 1990, IEEE Trans. Pattern Anal. Mach. Intell..