Title :
Novel hand biometric system using invariant descriptors
Author :
Charfi, Nesrine ; Trichili, Hanene ; Alimi, Adel M. ; Solaiman, Basel
Author_Institution :
REGIM-Lab.: Res. Groups in Intell. Machines, Univ. of Sfax, Sfax, Tunisia
Abstract :
Biometrics-based hand authentication is among the most popular biometrics used to automatically characterize a person especially in forensic applications. Hand recognition systems are able to confirm or deny the identity of a claimed person because they do not cause anxiety for the users. However, different individuals may have almost similar hands. Therefore, the performance of the hand verification process depends highly on the hand descriptors. In this paper, we propose a new approach for personal verification based on Scale Invariant Feature Transform (SIFT). This transform proved its high distinction and efficiency in many applications especially in object recognition and video tracking. Two public databases have been used to evaluate performances. Experimental results show promising recognition rates by achieving 94% for IITD hand database and 98% for Bosphorus hand database.
Keywords :
object recognition; object tracking; palmprint recognition; Bosphorus hand database; IITD hand database; SIFT; biometrics-based hand authentication; hand biometric system; hand recognition systems; hand verification process; invariant descriptors; object recognition; personal verification approach; scale invariant feature transform; video tracking; Biometrics (access control); Databases; Feature extraction; Pattern recognition; Principal component analysis; Shape; Transforms; Biometrics; SIFT invariant descriptors; hand shape;
Conference_Titel :
Soft Computing and Pattern Recognition (SoCPaR), 2014 6th International Conference of
Conference_Location :
Tunis
DOI :
10.1109/SOCPAR.2014.7008016