Iris recognition with support vector machines

被引:0
|
作者
Roy, K [1 ]
Hattacharya, P [1 ]
机构
[1] Concordia Univ, Inst Informat Syst Engn, Montreal, PQ H3G 1M8, Canada
来源
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose an iris recognition system for the identification of persons using support vector machines. Canny's edge detection and the Hough transform are used to find the iris/pupil boundary and a simple thresholding method is employed for eyelash detection. The Gabor wavelet technique is deployed in order to extract the deterministic features in the transformed iris of a person in the form of template, The extracted iris features are fed into a support vector machine (SVM) for classification. Our results indicate that the performance of SVM as a classifier is far better than the performance of a classifier based on the artificial neural network.
引用
收藏
页码:486 / 492
页数:7
相关论文
共 50 条
  • [1] Iris recognition using support vector machines
    Wang, Y
    Han, JQ
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 1, 2004, 3173 : 622 - 628
  • [2] Iris recognition system by using Support Vector Machines
    Ali, Hasimah
    Salami, Momoh. J. E.
    Wahyudi
    [J]. 2008 INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION ENGINEERING, VOLS 1-3, 2008, : 516 - 521
  • [3] Iris recognition system using wavelet packet and support vector machines
    Son, BJ
    Kee, G
    Byun, Y
    Lee, Y
    [J]. INFORMATION SECURITY APPLICATIONS, 2003, 2908 : 365 - 379
  • [4] Iris recognition based on zigzag collarette region and asymmetrical support vector machines
    Roy, Kaushik
    Bhattacharya, Prabir
    [J]. IMAGE ANALYSIS AND RECOGNITION, PROCEEDINGS, 2007, 4633 : 854 - 865
  • [5] Collarefte area localization and asymmetrical support vector machines for efficient Iris recognition
    Roy, Kaushik
    Bhattacharya, Prabir
    [J]. 14TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS, 2007, : 3 - +
  • [6] Discrinunant iris feature and supvort vector machines for iris recognition
    Son, BJ
    Won, HS
    Kee, GD
    Lee, YB
    [J]. ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5, 2004, : 865 - 868
  • [7] An iris recognition method based on zigzag collarette area and asymmetrical support vector machines
    Roy, Kaushik
    Bhattacharya, Prabir
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 861 - +
  • [8] Support vector machines for face recognition
    Guo, GD
    Li, SZ
    Chan, KL
    [J]. IMAGE AND VISION COMPUTING, 2001, 19 (9-10) : 631 - 638
  • [9] BODY TYPE RECOGNITION BY SUPPORT VECTOR MACHINES
    Wang, Yuxiu
    Liu, Hao
    Li, Xiaojiu
    [J]. ITC&DC: 5TH INTERNATIONAL TEXTILE, CLOTHING & DESIGN CONFERENCE 2010, BOOK OF PROCEEDINGS: MAGIC WORLD OF TEXTILES, 2010, : 758 - 762
  • [10] Speech Recognition using Support Vector Machines
    Aida-zade, Kamil
    Xocayev, Anar
    Rustamov, Samir
    [J]. 2016 IEEE 10TH INTERNATIONAL CONFERENCE ON APPLICATION OF INFORMATION AND COMMUNICATION TECHNOLOGIES (AICT), 2016, : 108 - 111