Title :
Template protection for HMM-based on-line signature authentication
Author :
Maiorana, E. ; Martinez-Diaz, M. ; Campisi, P. ; Ortega-Garcia, J. ; Neri, A.
Author_Institution :
Dip. Elettron. Applicata, Univ. degli Studi Roma Tre, Roma
Abstract :
The security of biometric data is a very important issue in the deployment of biometric-based recognition systems. In this paper, we propose a signature-based biometric authentication system, where signal processing techniques are applied to the acquired on-line signature in order to generate protected templates, from which retrieving the original data is computationally as hard as randomly guessing them. A hidden Markov model (HMM)-based matching strategy is employed to compare the transformed signatures. The proposed protected authentication system generates a score as the result of the matching process, thus allowing to implement protected multibiometric recognition systems, through the application of score-fusion techniques. The experimental results show that, at the cost of only a slight performance reduction, the desired protection for the employed biometric templates can be properly achieved.
Keywords :
handwriting recognition; hidden Markov models; message authentication; pattern matching; biometric data security; biometric-based recognition system; hidden Markov model-based matching; online signature authentication; score-fusion technique; signal processing techniques; signature-based biometric authentication system; template protection; Authentication; Bioinformatics; Biomedical signal processing; Biometrics; Costs; Data security; Hidden Markov models; Information retrieval; Protection; Signal generators;
Conference_Titel :
Computer Vision and Pattern Recognition Workshops, 2008. CVPRW '08. IEEE Computer Society Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4244-2339-2
Electronic_ISBN :
2160-7508
DOI :
10.1109/CVPRW.2008.4563114