• DocumentCode
    2732204
  • Title

    High performance face recognition system by creating virtual sample

  • Author

    Bin, Tang ; Siwei, Luo ; Huang Hua

  • Author_Institution
    Sch. of Comput. & Inf. Technol., Beijing Jiaotong Univ., China
  • Volume
    2
  • fYear
    2003
  • fDate
    14-17 Dec. 2003
  • Firstpage
    972
  • Abstract
    Research the small sample face recognition approach. A small sample statistics face recognition approach based on virtual sample is presented. In this method, prototype faces and an optic flow and expression ratio image based method are presented to generate more expressive facial expression, which are used to create virtual sample to extend the sample set, the training set is rational extended by generating different expressive expressions for one given facial image. A Local probabilistic approach is used to recognize test samples. Experiment result shows the approach can improve face recognize rate of small sample efficiently.
  • Keywords
    face recognition; feature extraction; statistics; expression ratio image based method; face recognition system; facial expression; facial image; optic flow; prototype faces; statistics; virtual sample; Face detection; Face recognition; Image motion analysis; Information technology; Lighting; Prototypes; Shape measurement; Statistics; Testing; Virtual prototyping;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks and Signal Processing, 2003. Proceedings of the 2003 International Conference on
  • Conference_Location
    Nanjing
  • Print_ISBN
    0-7803-7702-8
  • Type

    conf

  • DOI
    10.1109/ICNNSP.2003.1280763
  • Filename
    1280763