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
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