• DocumentCode
    432528
  • Title

    Efficient face orientation discrimination

  • Author

    Baluja, Shumeet ; Sahami, Mehran ; Rowley, Henry A.

  • Volume
    1
  • fYear
    2004
  • fDate
    24-27 Oct. 2004
  • Firstpage
    589
  • Abstract
    The paper presents efficient methods to address the problem of discriminating between live facial orientations. We present the most efficient methods for this task to date, which can accurately discriminate between five facial orientations with approximately 92% accuracy using fewer than 30 pixel comparisons and greater than 99% accuracy using 150 pixel comparisons. We achieve these rates by using a boosting method to select from a large set of extremely simple features. Comparisons to other methods are given.
  • Keywords
    face recognition; image classification; learning (artificial intelligence); boosting method; classifier training; face detection; face orientation discrimination; image classification; live facial orientation; pixel comparisons; Background noise; Boosting; Cameras; Computer displays; Computer interfaces; Computer science; Computerized monitoring; Detectors; Face detection; Pixel;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2004. ICIP '04. 2004 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-8554-3
  • Type

    conf

  • DOI
    10.1109/ICIP.2004.1418823
  • Filename
    1418823