• DocumentCode
    2711871
  • Title

    A Novel Approach for Face Recognition Using DCT Coefficients Re-scaling for Illumination Normalization

  • Author

    Vishwakarma, Virendra P. ; Pandey, Sujata ; Gupta, M.N.

  • Author_Institution
    Guru Gobind Singh Indraprastha Univ., Delhi
  • fYear
    2007
  • fDate
    18-21 Dec. 2007
  • Firstpage
    535
  • Lastpage
    539
  • Abstract
    A novel approach for illumination normalization is proposed by exploiting the correlation of discrete cosine transform (DCT) low-frequency coefficients to illumination variations. The input image contrast is stretched using full image histogram equalization. Then the low-frequency DCT coefficients (except first) are re-scaled to lower value to compensate the illumination variations. The first (DC) coefficient is scaled to higher value for further contrast enhancement. The experiments are performed on the Yale B database and the results show that the performance of the proposed approach is better for the images with large illumination variations. The proposed technique is computationally efficient and can easily be implemented for real time face recognition system.
  • Keywords
    discrete cosine transforms; face recognition; image enhancement; DCT coefficient rescaling; contrast enhancement; discrete cosine transform; face recognition; illumination normalization; illumination variations; image histogram equalization; input image contrast stretching; Computer science; Discrete cosine transforms; Face recognition; Feature extraction; Histograms; Image databases; Image representation; Lighting; Linear discriminant analysis; Real time systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Computing and Communications, 2007. ADCOM 2007. International Conference on
  • Conference_Location
    Guwahati, Assam
  • Print_ISBN
    0-7695-3059-1
  • Type

    conf

  • DOI
    10.1109/ADCOM.2007.12
  • Filename
    4426024