• DocumentCode
    1930835
  • Title

    Generalized Haar-Like Features for Fast Face Detection

  • Author

    Chen, Duan-sheng ; Liu, Zheng-Kai

  • Author_Institution
    Huaqiao Univ., Quanzhou
  • Volume
    4
  • fYear
    2007
  • fDate
    19-22 Aug. 2007
  • Firstpage
    2131
  • Lastpage
    2135
  • Abstract
    In the framework of Viola-Jones´ fast object detection, Haar like features are extracted from gray level image. This paper proposes a new concept of gray-like image from which generalized Haar like features can also be exacted, so as to make use of other forms of images in addition to gray level image in Haar+Adaboost schema. As an application of the gray-like images, the generalized Haar-like features are constructed for fast face detection. Experimental results show that the boosted face detector using the generalized Haar-like features outperforms significantly the original using the basic Haar-like features.
  • Keywords
    Haar transforms; face recognition; feature extraction; learning (artificial intelligence); object detection; Adaboost schema; Haar transform; face detection; feature extraction; gray level image; Color; Cybernetics; Detectors; Error analysis; Face detection; Feature extraction; Filters; Machine learning; Object detection; Skin; Face detection; Feature extraction; Gray-like image; Haar-like feature;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2007 International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-0973-0
  • Electronic_ISBN
    978-1-4244-0973-0
  • Type

    conf

  • DOI
    10.1109/ICMLC.2007.4370496
  • Filename
    4370496