Title :
Generating secure cancelable fingerprint templates using local and global features
Author :
Yang, Huijuan ; Jiang, Xudong ; Kot, Alex C.
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
Biometric template protection is an important issue to be resolved so that practical biometric authentication systems can be deployed. In this paper, we propose a non-invertible transform to perpendicularly project the distances between a pair of minutiae to a circle to generate the features. To achieve good performance, other local features such as relative angles between the minutiae pair, and global features such as orientation, ridge frequency and total number of minutiae of the randomly sampled blocks around each minutia are also utilized. The cancelable templates are eventually generated by the proposed ldquobin-based quantization (BQ)rdquo. Both feature extraction and cancelable template generation are governed by a secret key to guarantee revocability and security. Experimental results conducted on FVC 2002 data set demonstrate the reasonable good performance of the proposed scheme.
Keywords :
biometrics (access control); feature extraction; fingerprint identification; message authentication; bin-based quantization; biometric authentication system; biometric template protection; cancelable fingerprint template; feature extraction; Authentication; Bioinformatics; Biometrics; Data engineering; Data security; Feature extraction; Fingerprint recognition; Protection; Quantization; Spatial databases; cacelable fingerprint template; local and global features; perpendicular projection; security;
Conference_Titel :
Computer Science and Information Technology, 2009. ICCSIT 2009. 2nd IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-4519-6
Electronic_ISBN :
978-1-4244-4520-2
DOI :
10.1109/ICCSIT.2009.5234870