• DocumentCode
    2303722
  • Title

    PDF based face recognition system in different colour channels using discrete wavelet decomposition

  • Author

    Anbarjafari, Gholamreza ; Demirel, Hasan

  • Author_Institution
    Elektr. ve Elektron. Muhendisligi Bolumu, Dogu Akdeniz Univ., Gazimagusa, Turkey
  • fYear
    2009
  • fDate
    9-11 April 2009
  • Firstpage
    520
  • Lastpage
    523
  • Abstract
    In this paper, a new high performance face recognition system based on the probability distribution functions of pixels obtained from intensity images in HSI and YCbCr colour channels and their decomposed images obtained by discrete wavelet decomposition is proposed. The PDFs of the equalized face images in spatial and subband domains in different colour channel are used as statistical feature vectors for the recognition of faces by minimizing the Kullback- Leibler Distance between the PDF of a given face and the PDFs of faces in the database. Majority voting and feature vector fusion methods have been employed to combine feature vectors obtained from different colour channels to improve the recognition performance.
  • Keywords
    discrete wavelet transforms; face recognition; feature extraction; image colour analysis; minimisation; probability; statistical analysis; visual databases; Kullback- Leibler distance; different colour channel; discrete wavelet decomposition; face recognition; feature vector fusion; image database; probability distribution function; spatial domain; statistical feature vector; subband domain; Discrete wavelet transforms; Face recognition; Image databases; Image recognition; Linear discriminant analysis; Pixel; Principal component analysis; Probability distribution; Spatial databases; Voting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communications Applications Conference, 2009. SIU 2009. IEEE 17th
  • Conference_Location
    Antalya
  • Print_ISBN
    978-1-4244-4435-9
  • Electronic_ISBN
    978-1-4244-4436-6
  • Type

    conf

  • DOI
    10.1109/SIU.2009.5136447
  • Filename
    5136447