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
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;
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
DOI :
10.1109/APSAR.2007.4418658