• DocumentCode
    417632
  • Title

    An independent component analysis based image classification scheme

  • Author

    Gilmore, E. Thomas ; Frazier, Preston D. ; Chouikha, M.F.

  • Author_Institution
    Howard Univ., Washington, DC, USA
  • Volume
    3
  • fYear
    2004
  • fDate
    17-21 May 2004
  • Abstract
    In this paper, an image classification scheme based on independent component analysis (ICA) is proposed. The scheme uses independent components as image templates for which an image is projected. The output of the image projection is fed to a classifier. Three classifiers are presented using this approach. The experimental results are presented, with extensive simulations, documenting how well this method classifies images.
  • Keywords
    image classification; independent component analysis; ICA; classifier; image classification scheme; image projection; image templates; independent component analysis; Biomedical signal processing; Data analysis; Image classification; Image coding; Independent component analysis; Information systems; Speech analysis; Speech coding; Speech processing; Statistical analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-8484-9
  • Type

    conf

  • DOI
    10.1109/ICASSP.2004.1326610
  • Filename
    1326610