Multimodal biometric authentication based on score level fusion using support vector machine

被引:45
作者
Wang, F. [1 ]
Han, J. [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China
关键词
face; iris; score level fusion; support vector machine; RECOGNITION; FACE;
D O I
10.2478/s11772-008-0054-8
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Fusion of multiple biometrics for human authentication performance improvement has received considerable attention. This paper presents a novel multimodal biometric authentication method integrating face and iris based on score level fusion. For score level fusion, support vector machine (SVM) based fusion rule is applied to combine two matching scores, respectively from Laplacianface based face verifier and phase information based iris verifier, to generate a single scalar score which is used to make the final decision. Experimental results show that the performance of the proposed method can bring obvious improvement comparing to the unimodal biometric identification methods and the previous fused face-iris methods.
引用
收藏
页码:59 / 64
页数:6
相关论文
共 18 条
[1]  
[Anonymous], ORL DAT FAC
[2]   Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection [J].
Belhumeur, PN ;
Hespanha, JP ;
Kriegman, DJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (07) :711-720
[3]   Orthogonal laplacianfaces for face recognition [J].
Cai, Deng ;
He, Xiaofei ;
Han, Jiawei ;
Zhang, Hong-Jiang .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (11) :3608-3614
[4]  
Chen CH, 2006, LECT NOTES COMPUT SC, V3832, P571
[5]   How iris recognition works [J].
Daugman, J .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004, 14 (01) :21-30
[6]  
DAUGMAN J, 2003, LECT NOTES COMPUT SC, V36, P279
[7]   Using 2D log-gabor spatial filters for iris recognition [J].
Du, Yingzi .
BIOMETRIC TECHNOLOGY FOR HUMAN IDENTIFICATION III, 2006, 6202
[8]   Face recognition using Laplacianfaces [J].
He, XF ;
Yan, SC ;
Hu, YX ;
Niyogi, P ;
Zhang, HJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2005, 27 (03) :328-340
[9]   An introduction to biometric recognition [J].
Jain, AK ;
Ross, A ;
Prabhakar, S .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004, 14 (01) :4-20
[10]   Multibiometric systems [J].
Jain, AK ;
Ross, A .
COMMUNICATIONS OF THE ACM, 2004, 47 (01) :34-+