• DocumentCode
    3498933
  • Title

    Color face recognition by hypercomplex Gabor analysis

  • Author

    Jones, Creed, III ; Abbott, A. Lynn

  • Author_Institution
    Seattle Pacific Univ., WA
  • fYear
    2006
  • fDate
    2-6 April 2006
  • Lastpage
    131
  • Abstract
    This paper explores the extraction of features from color imagery for recognition tasks, especially face recognition. The well-known Gabor filter, which is typically defined as a complex function, has been extended to the hypercomplex (quaternion) domain. Several proposed modes of this extension are discussed, and a preferred formulation is selected. To quantify the effectiveness of this novel filter for color-based feature extraction, an elastic graph implementation for human face recognition has been extended to color images, and performance of the corresponding monochromatic and color recognition systems have been compared. Our experiments have shown an improvement of 3% to 17% in recognition accuracy over the analysis of monochromatic images using complex Gabor filters
  • Keywords
    Gabor filters; face recognition; feature extraction; image colour analysis; color face recognition; complex function; elastic graph implementation; feature extraction; hypercomplex Gabor analysis; Algebra; Face recognition; Feature extraction; Gabor filters; Image color analysis; Image recognition; Multispectral imaging; Quaternions; Signal analysis; Signal mapping;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Automatic Face and Gesture Recognition, 2006. FGR 2006. 7th International Conference on
  • Conference_Location
    Southampton
  • Print_ISBN
    0-7695-2503-2
  • Type

    conf

  • DOI
    10.1109/FGR.2006.30
  • Filename
    1613009