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Performance Evaluation of Multimodal Biometric System for Normalization Methods and Classifiers  

Go, Hyoun-Ju (충북대학교 제어계측공학과)
Woo, Na-Young (인하대학교 정보통신공학과)
Shin, Yong-Nyuo (한국정보보호진흥원 정보보호기술단)
Kim, Jae-Sung (한국정보보호진흥원 정보보호기술단)
Kim, Hak-Il (인하대학교 정보통신공학과)
Chun, Myung-Geun (충북대학교 제어계측공학과)
Abstract
In this paper, we propose a multi-modal biometric system based on face, iris and fingerprint recognition system. To effectively aggregate two systems, we use statistical distribution models based on matching values for genuine and impostor, respectively. And then, We performed reveal fusion algorithms including weighted summation, Support Vector Machine(SVM), Fisher discriminant analysis, Bayesian classifier. From the various experiments, we found that the performance of multi-modal biometric system was influenced with the normalization methods and classifiers.
Keywords
Multi-modal Biometric Recognition; Face; Fingerprint; Iris Recognition;
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Times Cited By KSCI : 1  (Citation Analysis)
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1 Richard O.duda, Peter E.Hart, David G.Stork, Pattern Classification, Second Edition, Wiley&Sons, Inc., 2001
2 Hyoun-Joo Go, Keun Chang Kwak, Sung-Suk Kim, Myung-Geun Chun, 'Face Recognition for Expressive Face Images,' A.Lagana et al.(Eds.): LNCS 3046, pp. 924-932, 2004
3 N. Poh and S. Bengio, 'A Score-Level Fusion Benchmark Database for Biometric Authentication,' AVBPA 2005, LNCS 3546, pp. 1059-1070, 2005   DOI   ScienceOn
4 'Working Draft Technical Report on Multi-Modal and Other Multi-Biometric Fusion,' ISO/IEC JTC1/SC 37 N968
5 A. Ross, A. K. Jain, 'Information Fusion in Biometrics' Pattern Recognition Letters, Vol. 24, Issue 13, pp. 2115-2125, 2003   DOI   ScienceOn
6 Kalyan Veeramachaneni, Lisa Ann Osadciw, 'An Adaptive Multimodal Biometric Management Algorithm,' IEEE Transactions on systems, PART C: Applications and reviews, Vol. 35, No. 3, 2005   DOI   ScienceOn
7 A. K. Jain, A. Ross, 'Learning user-specific parameters in a multibiometric system,' Appeared in Proceedings International Conference on Image Processin(ICIP), Rochester, New York, 2002   DOI
8 강효섭, '다중 생체인식 시스템의 Fusion방법 및 평가 모델', 석사학위논문, 인하대학교, 2003
9 S. Garcia-Salicetti, M. Mellakh, L. Allano, and B. Dorizzi, 'A Generic Protocol for Multibiometric Systems Evaluation on Virtual and Real Subjects', AVBPA 2005, LNCS 3546, pp. 494-502, 2005   DOI   ScienceOn
10 S. Dass, K. Nandakumar, and A. Jain, 'A Principled Approach to Score Level Fusion in Multimodal Biometric Systems,' AVBPA 2005, LNCS 3546, pp. 1049-1058, 2005   DOI   ScienceOn
11 N. Sedgwick, 'Preliminary Report on Development and Evaluation of Multi-Biometric Fusion using the NIST BSSR1 517-Subject Dataset,' Cambridge Algorithmica Linited, May 2005
12 강효섭, 한영찬, 김학일, '얼굴과 지문을 결합한 다중생체인식 시스템의 실험적 연구', 한국정보과학회 추계학술대회, Vol. 29, No. 02, 2002   과학기술학회마을
13 전명근, 생체인식(Biometric) 총론, 한국정보통신교육원, 2004
14 Dae Jong Lee, Keun Chang Kwak, Jun Oh Min, Myung Geun Chun, 'Multi-modal Biometrics System Using Face and Signature,' A.Lagana et al.(Eds.): LNCS 3043, pp. 635-644, 2004
15 서정우, 민동옥, 문종섭, '다중생체인식 시스템을 이용한 사용자인증에 관한 연구', 한국정보과학회 춘계학술대회, Vol. 30, No. 1, 2003   과학기술학회마을
16 K. Nandakumar, 'Integration of Multiple Cues in Biometric Systems,' Master Degree Dissertation, Michigan State University, 2005