• DocumentCode
    3512616
  • Title

    A Face Detector Based on Statistical Estimation for Background

  • Author

    Chen Guang ; Wang Wen-wei ; Zhu Qiu-ping

  • Author_Institution
    Dept. of Electron. Inf. Eng., Hubei Univ., Wuhan
  • fYear
    2008
  • fDate
    1-3 Nov. 2008
  • Firstpage
    548
  • Lastpage
    551
  • Abstract
    In this paper, we propose a face detection method based on statistical estimation for background. According to the characters of facial features provided by Viola, the method utilizes background estimation to produce training data, which improves segmentation performance of the detector. The system applies weight information of neural network to select strong facial features, and a cost function based on weighted examples enhances the classifierpsilas generalization power.
  • Keywords
    face recognition; image classification; image segmentation; neural nets; statistical analysis; background statistical estimation; face detection method; face detector; facial features; neural network; Data mining; Detectors; Face detection; Facial features; Feature extraction; Gaussian distribution; Intelligent networks; Neural networks; Object detection; Training data; Background estimation; Face detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Networks and Intelligent Systems, 2008. ICINIS '08. First International Conference on
  • Conference_Location
    Wuhan
  • Print_ISBN
    978-0-7695-3391-9
  • Electronic_ISBN
    978-0-7695-3391-9
  • Type

    conf

  • DOI
    10.1109/ICINIS.2008.121
  • Filename
    4683285