• DocumentCode
    838422
  • Title

    Face recognition in hyperspectral images

  • Author

    Pan, Zhihong ; Healey, Glenn ; Prasad, Manish ; Tromberg, Bruce

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., California Univ., Irvine, CA, USA
  • Volume
    25
  • Issue
    12
  • fYear
    2003
  • Firstpage
    1552
  • Lastpage
    1560
  • Abstract
    Hyperspectral cameras provide useful discriminants for human face recognition that cannot be obtained by other imaging methods. We examine the utility of using near-infrared hyperspectral images for the recognition of faces over a database of 200 subjects. The hyperspectral images were collected using a CCD camera equipped with a liquid crystal tunable filter to provide 31 bands over the near-infrared (0.7 μm-1.0 μm). Spectral measurements over the near-infrared allow the sensing of subsurface tissue structure which is significantly different from person to person, but relatively stable over time. The local spectral properties of human tissue are nearly invariant to face orientation and expression which allows hyperspectral discriminants to be used for recognition over a large range of poses and expressions. We describe a face recognition algorithm that exploits spectral measurements for multiple facial tissue types. We demonstrate experimentally that this algorithm can be used to recognize faces over time in the presence of changes in facial pose and expression.
  • Keywords
    CCD image sensors; computer vision; face recognition; infrared imaging; spectral analysis; visual databases; 0.7 to 1.0 micron; CCD camera; face orientation; facial expression; facial pose; human face recognition; human tissue; hyperspectral cameras; hyperspectral discriminants; liquid crystal tunable filter; multiple facial tissue types; near infrared hyperspectral images; spectral measurements; subsurface tissue structure; Charge coupled devices; Charge-coupled image sensors; Face recognition; Filters; Humans; Hyperspectral imaging; Hyperspectral sensors; Image databases; Image recognition; Liquid crystals;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2003.1251148
  • Filename
    1251148