Given the recent explosion of interest in human authentication, verification based on tokenised pseudo-random numbers and user-specific biometric feature (BioHashing) has received much attention. The purpose of our paper is to investigate the pros and the cons of BioHashing. In particular we study: how to combine BioHashing in a multi-modal fusion approach based on the integration of face and fingerprint data; how to combine BioHashing and user specific Iris features. The results of this paper confirm that a multi-modal biometric can overcome some of the limitations of a single biometric resulting in a substantial performance improvement. Moreover, we show that a multi-matcher system based on the fusion between “BioHashed” Iris features and a “standard” Iris matcher permits to obtain good performance when an “impostor” steals the pseudo-random numbers, and a near zero Equal Error Rate when nobody steals the pseudo-random numbers.
L. Nanni, A. Lumini (2006). Empirical tests on BioHashing. NEUROCOMPUTING, 69, 2390-2395 [10.1016/j.neucom.2006.05.001].
Empirical tests on BioHashing
NANNI, LORIS;LUMINI, ALESSANDRA
2006
Abstract
Given the recent explosion of interest in human authentication, verification based on tokenised pseudo-random numbers and user-specific biometric feature (BioHashing) has received much attention. The purpose of our paper is to investigate the pros and the cons of BioHashing. In particular we study: how to combine BioHashing in a multi-modal fusion approach based on the integration of face and fingerprint data; how to combine BioHashing and user specific Iris features. The results of this paper confirm that a multi-modal biometric can overcome some of the limitations of a single biometric resulting in a substantial performance improvement. Moreover, we show that a multi-matcher system based on the fusion between “BioHashed” Iris features and a “standard” Iris matcher permits to obtain good performance when an “impostor” steals the pseudo-random numbers, and a near zero Equal Error Rate when nobody steals the pseudo-random numbers.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.