• DocumentCode
    3347940
  • Title

    Iris recognition based on a novel multiresolution analysis framework

  • Author

    Li, Mingyan ; Jiang, Mingyan ; Han, Min ; Yang, Mingqiang

  • Author_Institution
    Sch. of Inf. Sci. & Eng., Shandong Univ., Jinan, China
  • fYear
    2010
  • fDate
    26-29 Sept. 2010
  • Firstpage
    4101
  • Lastpage
    4104
  • Abstract
    In this paper, we proposed an efficient multiresolution decomposition framework for iris texture feature extraction, which has superior directionality and localized frequency partition. It consists of an improved circular symmetric filter bank followed by a directional filter bank. In our iris recognition system, we adopt a novel non-polar coordinate normalization strategy as iris preprocessing method. It preserves and enhances the geometric structure of an original iris image and is suitable for multiscale geometric analysis. We design the multiresolution analysis framework according to the texture distribution of normalized iris images, and partition them into multi-scale and multi-directional subbands. Then, we employ the normalized energy components as elements of the feature vector and use support vector machine (SVM) to classify the features. Experimental results show that the proposed method can achieve high classification accuracy with fewer features.
  • Keywords
    channel bank filters; feature extraction; image classification; image resolution; image texture; iris recognition; support vector machines; circular symmetric filter bank; directional filter bank; feature classification; feature vector; geometric structure; iris recognition; iris texture feature extraction; multiresolution decomposition; nonpolar coordinate normalization; normalized energy component; novel multiresolution analysis framework; support vector machine; texture distribution; Feature extraction; Filter bank; Image resolution; Iris; Iris recognition; Support vector machines; Transforms; Iris recognition; SVM; directional filter bank; improved circular symmetric filter bank; non-polar coordinate normalization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2010 17th IEEE International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-7992-4
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2010.5652298
  • Filename
    5652298