吉林大学学报(工学版) ›› 2014, Vol. 44 ›› Issue (01): 196-202.doi: 10.13229/j.cnki.jdxbgxb201401033

• paper • Previous Articles     Next Articles

Iris recognition based on weighted Gabor filter

LI Huan-li1,2, GUO LI-hong1, WANG Xin-zui3, LI Xiao-ming4, DONG Yue-fang3, FANG Yan-chao1   

  1. 1. Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China;
    2. University of Chinese Academy of Sciences, Beijing 100039, China;
    3. Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China;
    4. Luoyang Institute of Electro-Optical Equipment of AVIC, Luoyang 471023, China
  • Received:2012-09-04 Online:2014-01-01 Published:2014-01-01

RICH HTML

0   

PDF (PC)

319

Abstract:

In order to improve recognition rate of the iris recognition system, the Gabor filter is studied, and the weighted Hamming distance based on analytic hierarchy process is proposed. First, the feature image is generated through different scales and directions of the odd symmetric Gabor filter. Then, the recognition correct rate and error rate are acquired by Hamming distance matching. The appropriate scale and direction are selected to calculate the weighted Hamming distance. The weight is calculated by analytic hierarchy process. Finally, the weighted Hamming distance is used to iris recognition. The equal error rate of CASIA2.0 and MMU1 are decreased by 0.64% and 0.56%, respectively. The experimental results show that this method has better recognition performance and robustness.

Key words: computer application, iris recognition, Gabor Filter, Hamming distance, analytic hierarchy process

CLC Number: 

  • TP391.4

[1] 王蕴红, 朱勇, 谭铁牛. 基于虹膜识别的身份鉴别[J].自动化学报, 2002, 28(1):1-10. Wang Yun-hong, Zhu Yong, Tan Tie-niu. Biometrics personal identification based on iris pattern[J]. Acta Automatic Sinica, 2002, 28(1):1-10.

[2] Daugman J. High confidence visual recognition of persons by a test of statistical independence[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1993, 15(11):1148-1161.

[3] Wildes R, Asmuth J, Green G, et al. A machine-vision system for iris recognition[J]. Machine Vision and Applications, 1996, 9(1):1-8.

[4] Boles W W, Boashash B. A human identification technique using images of the iris and wavelet transform[J]. IEEE Transactions on Signal Processing, 1998, 46(4):1185-1188.

[5] 姚鹏, 叶学义, 张文聪, 等.基于改进的Log-Gabor小波的虹膜识别算法[J]. 计算机辅助设计与图像学学报, 2007, 19(5):563-568. Yao Peng, Ye Xue-yi, Zhang Wen-cong, et al. Iris recognition using modified Log-Gabor wabelets[J]. Journal of Computer-aided Design & Computer Graphis, 2007, 19(5):563-568.

[6] 程宇奇.用于身份鉴别的虹膜识别方法研究[D].长春:中国科学院长春光学精密机械与物理研究所, 2010. Cheng yu-qi.Research on iris recognition algorithms for personal identification[D].Changchun:Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Science, 2010.

[7] 冯薪桦, 丁晓青, 吴佑寿.基于加权Hamming距离的虹膜匹配算法[J]. 清华大学学报:自然科学版, 2009, 49(4):514-517. Feng Xin-hua, Ding Xiao-qing, Wu You-shou. Iris matching algorithm based on weighted Hamming distance[J]. J T singhua Univ(Sic&Tech), 2009, 49(4):514-517.

[8] 程宇奇, 朱明, 李桂菊, 等. 应用迭代圆环像素率法实现快速虹膜定位[J].光学精密工程, 2010, 10(10):2306-2313. Cheng Yu-qi, Zhu Ming, Li Gui-ju, et al. Rapid iris localization based on method of iterative pixel ratio to cirque area[J].Opt Precision Eng, 2010, 10(10):2306-2313.

[9] Daugman J. How iris recognition works[J]. IEEE Transactions on Circuitsand Systems for Video Technology, 2004, 14(1):21-30.

[10] 邓雪, 李家铭, 曾浩建, 等.层次分析法权重计算方法分析及其应用研究[J]. 数学的实践与认识, 2012, 42(7):93-100. Deng Xue, Li Jia-ming, Zeng Hao-jian, et al. Research on computation methods of AHP weight vector and its applications[J].Mathematics IN Pracrice and Theory, 2012, 42(7):93-100.
[1] LIU Fu,ZONG Yu-xuan,KANG Bing,ZHANG Yi-meng,LIN Cai-xia,ZHAO Hong-wei. Dorsal hand vein recognition system based on optimized texture features [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1844-1850.
[2] WANG Li-min,LIU Yang,SUN Ming-hui,LI Mei-hui. Ensemble of unrestricted K-dependence Bayesian classifiers based on Markov blanket [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1851-1858.
[3] JIN Shun-fu,WANG Bao-shuai,HAO Shan-shan,JIA Xiao-guang,HUO Zhan-qiang. Synchronous sleeping based energy saving strategy of reservation virtual machines in cloud data centers and its performance research [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1859-1866.
[4] ZHAO Dong,SUN Ming-yu,ZHU Jin-long,YU Fan-hua,LIU Guang-jie,CHEN Hui-ling. Improved moth-flame optimization method based on combination of particle swarm optimization and simplex method [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1867-1872.
[5] LIU En-ze,WU Wen-fu. Agricultural surface multiple feature decision fusion disease judgment algorithm based on machine vision [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1873-1878.
[6] OUYANG Dan-tong, FAN Qi. Clause-level context-aware open information extraction [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1563-1570.
[7] LIU Fu, LAN Xu-teng, HOU Tao, KANG Bing, LIU Yun, LIN Cai-xia. Metagenomic clustering method based on k-mer frequency optimization [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1593-1599.
[8] GUI Chun, HUANG Wang-xing. Network clustering method based on improved label propagation algorithm [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1600-1605.
[9] LIU Yuan-ning, LIU Shuai, ZHU Xiao-dong, CHEN Yi-hao, ZHENG Shao-ge, SHEN Chun-zhuang. LOG operator and adaptive optimization Gabor filtering for iris recognition [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1606-1613.
[10] CHE Xiang-jiu, WANG Li, GUO Xiao-xin. Improved boundary detection based on multi-scale cues fusion [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1621-1628.
[11] ZHAO Hong-wei, LIU Yu-qi, DONG Li-yan, WANG Yu, LIU Pei. Dynamic route optimization algorithm based on hybrid in ITS [J]. 吉林大学学报(工学版), 2018, 48(4): 1214-1223.
[12] HUANG Hui, FENG Xi-an, WEI Yan, XU Chi, CHEN Hui-ling. An intelligent system based on enhanced kernel extreme learning machine for choosing the second major [J]. 吉林大学学报(工学版), 2018, 48(4): 1224-1230.
[13] FU Wen-bo, ZHANG Jie, CHEN Yong-le. Network topology discovery algorithm against routing spoofing attack in Internet of things [J]. 吉林大学学报(工学版), 2018, 48(4): 1231-1236.
[14] CAO Jie, SU Zhe, LI Xiao-xu. Image annotation method based on Corr-LDA model [J]. 吉林大学学报(工学版), 2018, 48(4): 1237-1243.
[15] HOU Yong-hong, WANG Li-wei, XING Jia-ming. HTTP-based dynamic adaptive streaming video transmission algorithm [J]. 吉林大学学报(工学版), 2018, 48(4): 1244-1253.
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed   
[1] JIANG Feng-guo, ZHAO Jing-lu, ZHENG Zhong-yuan. Reliability analysis of steel columns exposed to fire by load and resistance factor design[J]. 吉林大学学报(工学版), 2014, 44(4): 978 -984 .
[2] YUAN Zhe, XU Dong, LIU Chun-bao, LI Xue-song, LI Shi-chao. Strength analysis of hydraulic retarder blade based on the process of thermal-fluid structure interaction[J]. 吉林大学学报(工学版), 2016, 46(5): 1506 -1512 .
[3] ZHANG Peng, LIU Xiao-song, DONG Bo, LIU Ke-ping, LI Yuan-chun. Adaptive supper-twisting control for spacecraft soft landing on asteroids[J]. 吉林大学学报(工学版), 2016, 46(5): 1609 -1615 .
[4] YU Sheng-bao, SU Fa, ZHENG Jian-bo, ZHU Zhan-shan. Design of transient electromagnetic receiving system based on LabVIEW[J]. 吉林大学学报(工学版), 2016, 46(5): 1725 -1731 .
[5] LI Chun-liang, WANG Fang-yan, ZHANG Li-hui, WANG Jing. Stress analysis of adhesively bonded single lap joint under eccentric load[J]. 吉林大学学报(工学版), 2016, 46(6): 1874 -1880 .
[6] WANG Teng, ZHOU Ming-ru, MA Lian-sheng, QIAO Hong-xia. Fracture grouting crack growth of collapsible loess based on fracture theory[J]. 吉林大学学报(工学版), 2017, 47(5): 1472 -1481 .
[7] ZHAO Er-hui, MA Biao, LI He-yan, DU Qiu, WU Jian-peng, MA Cheng-nan. Effect of non-uniform contact on friction characteristics of wet clutches[J]. 吉林大学学报(工学版), 2018, 48(3): 661 -669 .
[8] CAO Jing-hua, KONG Fan-sen, RAN Yan-zhong, SONG Rui-chen. Back pressure controller design of air compressor based on fuzzy self-adaptive PID control[J]. 吉林大学学报(工学版), 2018, 48(3): 781 -786 .
[9] CHEN Ming, CHEN Jie, XIAO Jing-bo. Design of pipeline analog digital converter used for CMOS image sensors[J]. 吉林大学学报(工学版), 2018, 48(3): 968 -976 .
[10] XIA Li-hong, DENG Zhao-xiang. Optimal design of electromechanical brake actuator through an integrated mechatronic approach[J]. 吉林大学学报(工学版), 2018, 48(4): 998 -1007 .
Copyright © Journal of Jilin University(Engineering and Technology Edition), All Rights Reserved.
Tel: +86-431-85095297　Fax: +86-431-85094074　E-mail: xbgxb@jlu.edu.cn
Powered by Beijing Magtech Co. Ltd