• DocumentCode
    2599045
  • Title

    SAR ATR based on multi-subspaces of independent component analysis

  • Author

    Hongyun, Yu ; Jian, Guan ; Tao, Giang ; Jinge, Zhang

  • Author_Institution
    Naval Aeronaut. Eng. Inst., Yantai
  • fYear
    2007
  • fDate
    5-9 Nov. 2007
  • Firstpage
    493
  • Lastpage
    496
  • Abstract
    In this paper, a SAR (synthetic aperture radar) ATR algorithm based on multi-subspaces of Independent Component Analysis (ICA) is proposed. Features of each target SAR images are extracted by using ICA firstly, and then the Feature images of the target compose a subspace. All targets can compose multi-subspaces. Finally, we combine all the subspaces to a big new subspace by using PCA. We test our method on MASTAR database. The experiment result shows that the performance of this method is superior to other methods.
  • Keywords
    feature extraction; independent component analysis; synthetic aperture radar; SAR ATR algorithm; SAR images; feature extraction; independent component analysis; synthetic aperture radar; Cities and towns; Face recognition; Feature extraction; Independent component analysis; Principal component analysis; Signal processing; Signal processing algorithms; Spatial databases; Synthetic aperture radar; Target recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Synthetic Aperture Radar, 2007. APSAR 2007. 1st Asian and Pacific Conference on
  • Conference_Location
    Huangshan
  • Print_ISBN
    978-1-4244-1188-7
  • Electronic_ISBN
    978-1-4244-1188-7
  • Type

    conf

  • DOI
    10.1109/APSAR.2007.4418658
  • Filename
    4418658