• DocumentCode
    3580300
  • Title

    Two-stage scheme for false alarm suppression on fast face detection

  • Author

    Hailiang Li ; Tao Cui ; Kangheng Wu ; Zhibin Lei

  • Author_Institution
    Dept. of Electron. & Inf. Eng., Hong Kong Polytech. Univ., Hong Kong, China
  • fYear
    2014
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    This paper describes a novel two-stage scheme for false alarm suppression on fast face detection which is mainly applied on real-time video applications, such as surveillance systems. The new scheme consists of the well-known Viola-Jones framework and face verifier based on eigenfaces for fast face detection while suppressing the false alarm to extremely low. The proposed scheme can be benefited from fusion of both local and global features. Experimental results show that our proposed method is able to overcome the inherent limitation of the Viola-Jones face detector without any compromise in speed.
  • Keywords
    eigenvalues and eigenfunctions; face recognition; feature extraction; video signal processing; video surveillance; Viola-Jones framework; eigenfaces; face verifier; false alarm suppression; fast face detection; local feature-global feature fusion; real-time video application; video surveillance; Detectors; Face; Face detection; Feature extraction; Principal component analysis; Support vector machines; Training; Adaboost; Eigenfaces; Face detection; Principal Component Analysis; Support Vector Machine; false alarm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Anti-counterfeiting, Security, and Identification (ASID), 2014 International Conference on
  • Print_ISBN
    978-1-4799-7117-6
  • Type

    conf

  • DOI
    10.1109/ICASID.2014.7064970
  • Filename
    7064970