• DocumentCode
    2955080
  • Title

    Face Recognition Using FastICA Algorithm

  • Author

    Wang, Xianqiu ; Huang, Xiaoli ; Wang, Xiubi

  • Author_Institution
    Sichuan Univ. of Sci. & Eng., Zigong, China
  • fYear
    2011
  • fDate
    30-31 July 2011
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    A new adaptive feature extraction method of facial image based on FastICA algorithm is presented. We present favorable comparisons to the Fixed-point ICA algorithm and the Power ICA algorithm in extensive simulations. Experimental results have demonstrated that the proposed method can not only yields the highest performance for identifying faces but also significant improves the face recognition performance.
  • Keywords
    face recognition; feature extraction; independent component analysis; FastICA Algorithm; adaptive feature extraction; face recognition; facial image; fixed-point ICA algorithm; power ICA algorithm; Algorithm design and analysis; Decorrelation; Face; Feature extraction; Independent component analysis; Robustness; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control, Automation and Systems Engineering (CASE), 2011 International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4577-0859-6
  • Type

    conf

  • DOI
    10.1109/ICCASE.2011.5997715
  • Filename
    5997715