• DocumentCode
    2083387
  • Title

    The enhancement of low quality fingerprint based on fractional calculus mask

  • Author

    Tao, Xunqiang ; Yang, Xin ; Zang, Yali ; Jia, Xiaofei ; Tian, Jie

  • Author_Institution
    Inst. of Autom., Beijing, China
  • fYear
    2012
  • fDate
    March 29 2012-April 1 2012
  • Firstpage
    164
  • Lastpage
    169
  • Abstract
    The performance of automatic fingerprint recognition systems highly depends on the quality of the fingerprint images. So it is important to implement a fingerprint image enhancement process before feature extraction and matching stages. In this paper, we propose an effective filtering method based on a fractional calculus mask to enhance fingerprint image. First an eight direction image is obtained in a convenient way. Then based on fractional calculus, a mask has been got on the eight direction of negative x-coordinate, positive x-coordinate, negative y-coordinate, positive y-coordinate, left downward diagonal, left upward diagonal, right downward diagonal, and right upward diagonal. Finally the mask is used to filter and enhance fingerprint images according to eight direction image. The proposed algorithm has been evaluated on the databases of fingerprint verification competition 2004DB3 (FVC2004). The experimental results confirm that the proposed algorithm is effective for low quality fingerprint image enhancement.
  • Keywords
    feature extraction; filtering theory; fingerprint identification; image enhancement; image matching; FVC2004; automatic fingerprint recognition systems; feature extraction stage; feature matching stage; filtering method; fingerprint verification competition 2004DB3; fractional calculus mask; left downward diagonal; left upward diagonal; low quality fingerprint enhancement process; negative x-coordinate; negative y-coordinate; positive x-coordinate; positive y-coordinate; right downward diagonal; right upward diagonal; Calculus; Estimation; Fingerprint recognition; Fractional calculus; Image enhancement; Noise; Smoothing methods;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biometrics (ICB), 2012 5th IAPR International Conference on
  • Conference_Location
    New Delhi
  • Print_ISBN
    978-1-4673-0396-5
  • Electronic_ISBN
    978-1-4673-0397-2
  • Type

    conf

  • DOI
    10.1109/ICB.2012.6199803
  • Filename
    6199803