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Iris Recognition using Gabor Wavelet and Fuzzy LDA Method  

Go Hyoun-Joo (충북대학교 제어계측공학과)
Kwon Mann-Jun (충북대학교 제어계측공학과)
Chun Myung-Geun (충북대학교 전기전자컴퓨터공학부)
Abstract
This paper deals with Iris recognition as one of biometric techniques which is applied to identify a person using his/her behavior or congenital characteristics. The Iris of a human eye has a texture that is unique and time invariant for each individual. First, we obtain the feature vector from the 2D Iris pattern having a property of size invariant and using the fuzzy LDA which is further through four types of 2D Gabor wavelet. At the recognition process, we compute the similarity measure based on the correlation values. Here, since we use four different matching values obtained from four different directional Gabor wavelet and select the maximum value, it is possible to minimize the recognition error rate. To show the usefulness of the proposed algorithm, we applied it to a biometric database consisting of 300 Iris Patterns extracted from 50 subjects and finally got more higher than $90\%$ recognition rate.
Keywords
Iris Recognition; Gabor Wavelet; Fuzzy-LDA;
Citations & Related Records
Times Cited By KSCI : 5  (Citation Analysis)
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1 배광혁, 김재희, 독립성분분석 방법을 이용한 홍채특징 추출, 연세대학교 대학원 석사학위논문, 2003
2 이관용, 임신영, '홍채 패턴 정보를 이용한 공개키 기반의 등록기관', 한국정보과학회 논문지 B, VOL. 28 NO. 11, pp.864-873, 2001   과학기술학회마을
3 정유정, 정채영, '신경망 학습과 Higher Order Autocorrelation을 이용한 홍채 인식 시스템', 한국정보처리학회 추계학술대회, VOL. 11 NO. 2, pp.895-898, 2004
4 Fasel, I.R, Bartlett, M.S, Movellan, J.R, 'Automatic Face and Gesture Recognition,' Proceedings, Fifth IEEE International Conference on, 2002
5 Abdel Alim, O, Sharkas, M, 'Texture Classification of the Human Iris using Artificial Neural Networks,' Electrotechnical Conference, 2002   DOI
6 Tianxiang Yao, Hongdong Li, Guangyao Liu, Xiuqing Ye, 'A fast and robust face location and feature extraction system,' Image Processing. 2002   DOI
7 J. G. Daugman, 'Complete Discrete 2-D Gabor Transforms by Neural Networks for Image Analysis and Compression,' IEEE Trans, on Acoustics, Speech, and Signal Processing, Vol. 36, No.7, pp.1169-1179, 1988   DOI   ScienceOn
8 P. Ekman, W. Frisen, 'Facial Action Coding System:A Technique for the Measurement of Facial Movement,' Consulting Psychologists Press, 1978
9 고현주, 전명근, '푸리에 변환과 상관관계 계수 값을 이용한 홍채인식', 정보처리학회 추계학술발표대회 논문집, 제9권, 제2호, pp.969-972, 2002
10 Pankanti. S, Prabhakar. S, Jain. A.K, 'On the individuality of fingerprints,' Pattern Analysis and Machine Intelligence, IEEE Transactions on, Volume 24 Issue 8, Aug. 2002   DOI   ScienceOn
11 Kroeker K.L, 'Graphics and security:exploring visual biometrics,' Computer Graphics and Applications, IEEE, Volume 22 Issue 4, July-Aug. 2002   DOI
12 L. A. Zadeh, Fuzzy sets, Information and Control, Vol. 8, pp.338-353, 1965   DOI
13 J. M. Keller, M. R. Gray, J. A. Givens, A fuzzy k-nearest neighbor algorithm, IEEE Trans. on Systems, Man, and Cybernetics, Vol. 15, No. 4, pp.580-585, 1985
14 Childers, Probability and Random Processer, Prentice-Hall, 1997
15 N. Petkov and P. Kruizinga, Computational models of visual neurons specialised in the detection of periodic and aperiodic oriented visual stimuli: Bar and grating cells, pp. 83-96, 1997
16 추현곤, 김회율, 'MPEG-7텍스쳐 서술자의 홍채 인식에 대한 성능 비교', 한국정보처리학회 VOL 11 NO 4, pp.421-428, 2004   과학기술학회마을   DOI
17 M. Turk, A. Pentland, 'Face recognition using eigenfaces,' Proc. IEEE Conf. On Computer Vision and Pattern Recognition, pp.586-591, 1991
18 H. Yu, J. Yang, A direct LDA algorithm for high-dimensional data-with application to face recognition, Pattern Recognition, Vol. 34, pp.2067-2070, 2001   DOI   ScienceOn
19 곽근창, 고현주, 전명근, 퍼지 소속도를 갖는 Fisherface 방법을 이용한 얼굴인식, 한국정보과학회, 정보과학논문지, Vol 31, No 6, pp.784-791, 2004   과학기술학회마을
20 고현주, 이상원, 전명근, '개인확인 및 인증 알고리즘을 위한 홍채 패턴인식', 한국정보처리학회, 정보처리학회논문지 C 제8-C권 제5호, pp.499-506, 2001   과학기술학회마을
21 고현주, 이대종, 전명근, '2-D Gabor 필터를 이용한 홍채인식', 퍼지 및 지능 시스템학회 논문지, 제13권 제6호, pp.716-721, 2003   과학기술학회마을   DOI
22 W. W. Boles and B. Boashash, 'A Human Identification Technique Using Images of the Iris and Wavelet Transform,' IEEE Trans, on Signal Processing, Vol. 46, No. 4, pp.1185-1188, 1998   DOI   ScienceOn
23 S. Lim, K. Lee, O. Byeon, and T. Kim, 'Efficient Iris recognition through improvement of feature vector and classifier,' ETRI J., vol. 23, no 2, pp.1-70, 2001   DOI
24 L. Ma, Y. Wang, and T. Tan, 'Iris recognition based on multichannel Gabor filtering,' in Proc. 5th Asian Conf. Computer Vision, vol. I, pp.279-283, 2002
25 C. Sanchez-Avila and R. Sanchez-Reillo, 'Irisbased biometric recognition using dyadic wavelet transform,' IEEE Aerosp. Electron. Syst. Mag., vol. 17, pp. 3-6, 2002   DOI   ScienceOn