• DocumentCode
    3480028
  • Title

    A palmprint recognition algorithm using Principal Component Analysis of phase information

  • Author

    Iitsuka, Satoshi ; Miyazawa, Kazuyuki ; Aoki, Takafumi

  • Author_Institution
    Grad. Sch. of Inf. Sci., Tohoku Univ., Sendai, Japan
  • fYear
    2009
  • fDate
    7-10 Nov. 2009
  • Firstpage
    1973
  • Lastpage
    1976
  • Abstract
    This paper presents a palmprint recognition algorithm using principal component analysis (PCA) of phase information in 2D (two-dimensional) discrete Fourier transforms (DFTs) of palmprint images. To achieve highly robust palmprint recognition, the proposed algorithm (i) limits the frequency bandwidth, and (ii) averages phase spectra using multiple palmprint images captured from the same hand at an enrollment stage. Through a set of experiments, we demonstrate that the proposed method can significantly reduce computational cost without sacrificing recognition performance compared with our previous work using phase-only correlation (POC) - an image matching technique using the phase components in 2D DFTs of given images. Also, the resulting performance is much higher than those of conventional palmprint recognition algorithms which apply PCA to palmprint images, or phase spectra directly.
  • Keywords
    biometrics (access control); correlation methods; discrete Fourier transforms; image recognition; principal component analysis; discrete Fourier transform; frequency bandwidth; image matching; palmprint image; palmprint recognition; phase information; phase spectra; phase-only correlation; principal component analysis; Bandwidth; Biometrics; Computational efficiency; Discrete Fourier transforms; Feature extraction; Frequency; Image matching; Image recognition; Principal component analysis; Robustness; biometrics; palmprint recognition; phase information; principal component analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2009 16th IEEE International Conference on
  • Conference_Location
    Cairo
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-5653-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2009.5413706
  • Filename
    5413706