DocumentCode :
1853578
Title :
SAR automatic target recognition based on Local Phase Quantization plus Biomimetic Pattern Recognition
Author :
Yikui Zhai ; Jingwen Li ; Chenggang Guo ; Ying Xu
Author_Institution :
Sch. of Electron. Inf. & Eng., Beijing Univ. of Aeronaut. & Astronaut., Beijing, China
Volume :
3
fYear :
2012
fDate :
21-25 Oct. 2012
Firstpage :
1885
Lastpage :
1889
Abstract :
Due to the needs of the modern battlefield awareness and military reconnaissance, Synthetic Aperture Radar (SAR) automatic target recognition (ATR) has been receiving more and more attention. In this paper, a SAR ATR algorithm based on Local Phase Quantization (LPQ) plus Biomimetic Pattern Recognition (BPR) has been proposed. There are three main steps in the proposed algorithm: firstly, a simple preprocessing procedure based on centroid location is applied to the original SAR image to extract the target´s region of interest. Secondly, short-term Fourier transform (STFT) computed over the sub-windows at every pixel of the preprocessed image is performed and the information of the Fourier phase spectrum is quantized as the features to overcome the target azimuth angle variation. Finally, high dimensional geometry space covering method based on BPR theory is adopted and the hyper-sausage neuron is employed to construct the hyperlinks for the purpose of recognition. Experiments on the MSTAR database show that this proposed algorithm can achieve relatively high recognition rate and high rejection rate.
Keywords :
Fourier transforms; biomimetics; military radar; quantisation (signal); radar imaging; radar target recognition; synthetic aperture radar; BPR theory; Fourier phase spectrum; LPQ; MSTAR database; SAR ATR algorithm; SAR automatic target recognition; SAR image; STFT; battlefield awareness; biomimetic pattern recognition; centroid location; high dimensional geometry space covering method; hyper-sausage neuron; hyperlinks; local phase quantization; military reconnaissance; preprocessed image; preprocessing procedure; recognition rate; rejection rate; short-term Fourier transform; synthetic aperture radar; target azimuth angle variation; Automatic Target Recognition; Biomimetic Pattern Recogniton; Local Phase Quantization; Synthetic Aperture Radar;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing (ICSP), 2012 IEEE 11th International Conference on
Conference_Location :
Beijing
ISSN :
2164-5221
Print_ISBN :
978-1-4673-2196-9
Type :
conf
DOI :
10.1109/ICoSP.2012.6491948
Filename :
6491948
Link To Document :
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