• DocumentCode
    2066568
  • Title

    Detection of human faces in visual scenes

  • Author

    Karungaru, Stephen ; Fukumi, Minoru ; Akamatsu, Norio

  • Author_Institution
    Tokushima Univ., Japan
  • fYear
    2001
  • fDate
    18-21 Nov. 2001
  • Firstpage
    165
  • Lastpage
    170
  • Abstract
    This paper presents a neural network based high-speed system to detect faces in any visual scene. This paper proposes a high-speed and accurate method to search for human faces using a "Knowledge" pruned small sized neural network, and skin colour detection using threshold method with confirmation by a skin colour detection neural network (TSCD). This project is made up of two parts: the face detecting system (FDS) and the TSCD. The FDS that is used to detect faces is made up of a knowledge pruned face locator, a down sampler, and a merger. The TSCD does a high-speed reduction of the face search area to skin regions (and then to face candidates). The TSCD assumes, correctly, that a human face (without wearing any mask or painting) in a visual scene can only be found in a skin colour region. However, all skin regions containing faces must be found otherwise the overall system accuracy goes down.
  • Keywords
    face recognition; neural nets; face detecting system; human faces detection; neural network based high-speed system; skin colour detection; skin colour detection neural network; visual scenes; Brightness; Chromium; Computer displays; Face detection; Histograms; Humans; Layout; Neural networks; Pixel; Skin;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Information Systems Conference, The Seventh Australian and New Zealand 2001
  • Print_ISBN
    1-74052-061-0
  • Type

    conf

  • DOI
    10.1109/ANZIIS.2001.974070
  • Filename
    974070