• DocumentCode
    1949879
  • Title

    Palmprint Identification using Gabor Wavelet Probabilistic Neural Networks

  • Author

    Sun, Dongmei ; Qiu, Zhengding ; Li, Qiang

  • Author_Institution
    Inst. of Inf. Sci., Beijing Jiaotong Univ.
  • Volume
    4
  • fYear
    2006
  • fDate
    16-20 2006
  • Abstract
    In this paper, a novel algorithm for automatic palmprint identification based on Gabor wavelet probabilistic neural networks (GWPNN) is proposed, which incorporating advantages of Gabor wavelet network (GWN) and probabilistic neural networks (PNN). We first construct a GWN model for each individual palmprint and then combine it with PNN in a unified framework that aims to significantly improve the discriminant capability for palmprint recognition. In our experiments, the accuracy identification rate can reach 99.5% on the database that contains 1,971 image samples. It demonstrates that proposed algorithm is effective and robust
  • Keywords
    image recognition; neural nets; probability; wavelet transforms; Gabor wavelet probabilistic neural networks; automatic palmprint identification; discriminant capability; palmprint recognition; Biometrics; Feature extraction; Fingerprint recognition; Fourier transforms; Frequency; Information geometry; Information science; Neural networks; Robustness; Wavelet analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing, 2006 8th International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    0-7803-9736-3
  • Electronic_ISBN
    0-7803-9736-3
  • Type

    conf

  • DOI
    10.1109/ICOSP.2006.346136
  • Filename
    4129828