• DocumentCode
    2234134
  • Title

    Face recognition: a facial action reconstruction and ICA representation approach

  • Author

    Jiali, Zhao ; Jinwei, Wen ; Siwei, Luo

  • Author_Institution
    Dept of Comput. Sci. & Technol., Northern Jiaotong Univ., Beijing, China
  • Volume
    3
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    456
  • Abstract
    A face recognition method is provided based on a facial action reconstructing method. Traditional face recognition methods treated different expressions of a face as some kind of noises whereas various expressions were treated as a rule of the facial actions in our method. Based on two knowledge increasable model conditions we presented, different facial expressions are reconstructed with an optical flow method and then applied as a training set to achieve single sample face recognition. Furthermore, these samples are whitened using an eigenvalue decomposition method. Our face recognition is based on ICA representations. A better recognition rate is achieved this way. This kind of face expression reconstruction method can be used in image compression and facial animation based on MPEG-4
  • Keywords
    eigenvalues and eigenfunctions; face recognition; image sequences; matrix algebra; statistical analysis; ICA representation approach; MPEG-4; eigenvalue decomposition method; face recognition; facial action reconstruction; facial animation; image compression; independent component analysis; knowledge increasable model; optical flow method; recognition rate; training set; Eigenvalues and eigenfunctions; Face recognition; Facial animation; Image coding; Image motion analysis; Image reconstruction; Independent component analysis; MPEG 4 Standard; Optical noise; Reconstruction algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Info-tech and Info-net, 2001. Proceedings. ICII 2001 - Beijing. 2001 International Conferences on
  • Conference_Location
    Beijing
  • Print_ISBN
    0-7803-7010-4
  • Type

    conf

  • DOI
    10.1109/ICII.2001.983099
  • Filename
    983099