Multi-Resolution Selection of SAR Images and Target Recognition Based on Nonlinear Correlation Information Entropy

被引:1
作者
He Jie [1 ]
Chen Xin [1 ]
机构
[1] Chongqing Univ Post & Telecommun, Coll Mobile Telecommun, Chongqing 401520, Peoples R China
关键词
image processing; synthetic aperture radar; target recognition; multi-resolution representation; nonlinear correlation information entropy; joint sparse representation; ATR;
D O I
10.3788/LOP57.221020
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A method to combine nonlinear correlation information entropy (NCIE) and multi-resolution representation is proposed for synthetic aperture radar (SAR) target recognition. NCIE is employed to select the multi-resolution representation of an original SAR image, and several resolutions with strong intrinsic correlation are obtained. Then, the joint sparse representation is used to characterize and classify the selected multi-resolution samples simultaneously. Experiments are conducted in which various operating conditions are employed to test the different methods based on the MSTAR dataset. The experimental results demonstrate the validity of the proposed method.
引用
收藏
页数:8
相关论文
共 25 条
[1]   SVM-based target recognition from synthetic aperture radar images using target region outline descriptors [J].
Anagnostopoulos, Georgios C. .
NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 2009, 71 (12) :E2934-E2939
[2]  
[蔡德饶 Cai Derao], 2018, [电子测量与仪器学报, Journal of Electronic Measurement and Instrument], V32, P71
[3]   Target Classification Using the Deep Convolutional Networks for SAR Images [J].
Chen, Sizhe ;
Wang, Haipeng ;
Xu, Feng ;
Jin, Ya-Qiu .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 54 (08) :4806-4817
[4]   Target recognition in synthetic aperture radar images via non-negative matrix factorisation [J].
Cui, Zongyong ;
Cao, Zongjie ;
Yang, Jianyu ;
Feng, Jilan ;
Ren, Hongliang .
IET RADAR SONAR AND NAVIGATION, 2015, 9 (09) :1376-1385
[5]   Target recognition of SAR images based on multi-resolution representation [J].
Ding, Baiyuan ;
Wen, Gongjian .
REMOTE SENSING LETTERS, 2017, 8 (11) :1006-1014
[6]  
[丁柏圆 Ding Baiyuan], 2017, [雷达学报, Journal of Radars], V6, P157
[7]   A robust similarity measure for attributed scattering center sets with application to SAR ATR [J].
Ding, Baiyuan ;
Wen, Gongjian ;
Zhong, Jinrong ;
Ma, Conghui ;
Yang, Xiaoliang .
NEUROCOMPUTING, 2017, 219 :130-143
[8]   SAR Target Recognition via Joint Sparse Representation of Monogenic Signal [J].
Dong, Ganggang ;
Kuang, Gangyao ;
Wang, Na ;
Zhao, Lingjun ;
Lu, Jun .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2015, 8 (07) :3316-3328
[9]   SAR ATR based on displacement- and rotation-insensitive CNN [J].
Du, Kangning ;
Deng, Yunkai ;
Wang, Robert ;
Zhao, Tuan ;
Li, Ning .
REMOTE SENSING LETTERS, 2016, 7 (09) :895-904
[10]   Automatic Target Recognition in Synthetic Aperture Radar Imagery: A State-of-the-Art Review [J].
El-Darymli, Khalid ;
Gill, Eric W. ;
McGuire, Peter ;
Power, Desmond ;
Moloney, Cecilia .
IEEE ACCESS, 2016, 4 :6014-6058