• DocumentCode
    716166
  • Title

    Quaternion-based Local Binary Patterns for illumination invariant face recognition

  • Author

    Rizo-Rodriguez, Dayron ; Ziou, Djemel

  • Author_Institution
    Dept. d´Inf., Univ. de Sherbrooke, Sherbrooke, QC, Canada
  • fYear
    2015
  • fDate
    19-22 May 2015
  • Firstpage
    257
  • Lastpage
    263
  • Abstract
    Face recognition under varying illumination conditions has benefited from the encapsulation of face features into a quaternion representation. In particular, a quaternion-based representation encoding four LBP descriptors (one-pixel to four-pixel radius) has delivered interesting recognition scores when using just one training image per subject. However, each coefficient of such a representation only encapsulates the eight sampling values required for computing a classic LBP code. In this paper, we propose a quaternion representation which encodes additional LBP codes at each radius. Consequently, a wider pixel descriptor is obtained because further sampling values are considered in the region surrounding the reference pixel. Illumination invariant face verification and identification experiments are conducted by using only one training face image. The representation proposed improves the recognition rates reported by the representation only encapsulating classic LBP codes.
  • Keywords
    face recognition; image representation; image sampling; LBP codes; LBP descriptors; illumination invariant face identification; illumination invariant face recognition; illumination invariant face verification; image sampling values; pixel descriptor; quaternion-based local binary patterns; quaternion-based representation; Correlation; Face; Face recognition; Feature extraction; Lighting; Quaternions; Training;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biometrics (ICB), 2015 International Conference on
  • Conference_Location
    Phuket
  • Type

    conf

  • DOI
    10.1109/ICB.2015.7139093
  • Filename
    7139093