Title :
A new human identification based on fusion fingerprints and faces biometrics using LBP and GWN descriptors
Author :
Ben Ayed, Norhene Gargouri ; Masmoudi, Alima Damak ; Masmoudi, Dorra Sellami
Author_Institution :
Comput. Imaging Electron. & Syst. Group(CIELS), Univ. of Sfax, Sfax, Tunisia
Abstract :
Single modality biometric recognition system is often not able to meet the desired system performance requirements. Several studies have shown that multimodal biometric identification systems improve the recognition accuracy and allow performances that are required for many security applications. In this paper, we have developed a multimodal biometric recognition system which combines two modalities: face and fingerprint. For face trait, we build features based on Gabor Wavelet Networks (GWNs), while Local Binary Patterns (LBP) is used for fingerprint trait. Experimental results affirm that a weighted sum based fusion achieves excellent recognition performances, which out performs both single biometric systems.
Keywords :
fingerprint identification; Gabor wavelet network; biometric recognition system; human identification; local binary pattern; multimodal biometric identification system; Biometrics; Databases; Face recognition; Feature extraction; Fingerprint recognition; Image reconstruction; Pixel; Face recognition; Fingerprint recognition; Fusion; GWN; LBP; Multimodal Biometrics;
Conference_Titel :
Systems, Signals and Devices (SSD), 2011 8th International Multi-Conference on
Conference_Location :
Sousse
Print_ISBN :
978-1-4577-0413-0
DOI :
10.1109/SSD.2011.5767482