• DocumentCode
    153117
  • Title

    Gabor wavelet transform based facial expression recognition using PCA and LBP

  • Author

    Abdulrahman, Muhammad ; Gwadabe, Tajuddeen R. ; Abdu, Fahad J. ; Eleyan, A.

  • Author_Institution
    Electr. & Electron. Eng. Dept., Mevlana Univ., Konya, Turkey
  • fYear
    2014
  • fDate
    23-25 April 2014
  • Firstpage
    2265
  • Lastpage
    2268
  • Abstract
    This paper proposed a facial expression recognition approach based on Gabor wavelet transform. Gabor wavelet filter is first used as pre-processing stage for extraction of the feature vector representation. Dimensionality of the feature vector is reduced using Principal Component Analysis (PCA) and Local binary pattern (LBP) algorithms. Experiments were carried out of using Japanese female facial expression (JAFFE) database. In all experiments conducted using JAFFE database, results obtained reveal that GW+LBP has outperformed other approaches in this paper with an average recognition rate of 90% under the same experimental setting.
  • Keywords
    Gabor filters; face recognition; image representation; principal component analysis; visual databases; wavelet transforms; Gabor wavelet filter; Gabor wavelet transform; JAFFE database; Japanese female facial expression; LBP algorithms; PCA; facial expression recognition; feature vector representation; local binary pattern; principal component analysis; Databases; Face recognition; Feature extraction; Gabor filters; Iron; Principal component analysis; Wavelet transforms; Facial Expression Recognition; Gabor Wavelet Transform; Local Binary Patterns; Principal Component Analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communications Applications Conference (SIU), 2014 22nd
  • Conference_Location
    Trabzon
  • Type

    conf

  • DOI
    10.1109/SIU.2014.6830717
  • Filename
    6830717