• DocumentCode
    2975602
  • Title

    Comparison Study on SVD-Based Face Classification

  • Author

    Xu, Yong ; Zhao, Yingnan

  • Author_Institution
    Shenzhen graduate school, Harbin Institute of Technology, China
  • fYear
    2006
  • fDate
    Dec. 2006
  • Firstpage
    343
  • Lastpage
    346
  • Abstract
    In this paper, a novel SVD-based method is developed to classify face images. The experimental results show that the novel method outperforms the existing SVD-based face recognition methods. In addition, we investigate the performances on face recognition of singular values, left and right singular vectors generated from SVD and assess the existing SVD-based face recognition methods. It appears that by compared with singular values and singular vectors, SVD-based reconstruction images are more useful in classifying face images. In practice, through the SVD-based image reconstruction process, we may weaken the side effects on face classification of varying imaging conditions and facial expressions.
  • Keywords
    Educational institutions; Face recognition; Feature extraction; Image recognition; Image reconstruction; Kernel; Linear discriminant analysis; Physics; Principal component analysis; Singular value decomposition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Information Hiding and Multimedia Signal Processing, 2006. IIH-MSP '06. International Conference on
  • Conference_Location
    Pasadena, CA, USA
  • Print_ISBN
    0-7695-2745-0
  • Type

    conf

  • DOI
    10.1109/IIH-MSP.2006.265013
  • Filename
    4041733