A FAST SPARSE REPRESENTATION METHOD FOR SAR TARGET CONFIGURATION RECOGNITION

被引:0
|
作者
Liu, Ming [1 ]
Chen, Shichao [2 ]
Lu, Fugang [2 ]
Wang, Jun [2 ]
Wu, Jie [1 ]
Yang, Taoli [3 ]
机构
[1] Shaanxi Normal Univ, Sch Comp Sci, Xian 710119, Shaanxi, Peoples R China
[2] Xian Modern Control Technol Res Inst, Xian 710065, Shaanxi, Peoples R China
[3] Univ Elect Sci & Technol China, Sch Resources & Environm, Chengdu 611731, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Synthetic aperture radar (SAR) images; sparse representation (SR); target configuration recognition;
D O I
暂无
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
Focusing on the problem of the real-time implementation in sparse representation (SR) based recognition algorithm, a fast sparse representation (FSR) algorithm is presented in this paper to improve the efficiency of synthetic aperture radar (SAR) target configuration recognition. Taking the inertia variance characteristic of SAR target images over a small range of azimuth angles into consideration, training samples of each configuration are averaged. Instead of using all the training samples to establish the dictionary in SR, the average samples are utilized to construct the dictionary in FSR. A small dictionary accelerates the speed of the proposed algorithm.
引用
收藏
页码:6999 / 7002
页数:4
相关论文
共 50 条
  • [1] SAR Target Configuration Recognition via Product Sparse Representation
    Liu, Ming
    Chen, Shichao
    Lu, Fugang
    Xing, Mengdao
    SENSORS, 2018, 18 (10)
  • [2] Multi-Manifold Based Sparse Representation With Application to SAR Target Configuration Recognition
    Liu, M.
    Chen, S.
    RADIO SCIENCE, 2022, 57 (07)
  • [3] SAR Target Configuration Recognition via Two-Stage Sparse Structure Representation
    Liu, Ming
    Chen, Shichao
    Wu, Jie
    Lu, Fugang
    Wang, Xili
    Xing, Mengdao
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 56 (04): : 2220 - 2232
  • [4] SAR target recognition under the framework of sparse representation
    Cheng, Jian
    Li, Lan
    Wang, Hai-Xu
    Cheng, Jian, 1600, Univ. of Electronic Science and Technology of China (43): : 524 - 529
  • [5] SAR Image Target Recognition Method by Global and Local Dictionary Sparse Representation
    Han, Hongliang
    Lu, Wei
    Feng, Fan
    APPLIED ARTIFICIAL INTELLIGENCE, 2023, 37 (01)
  • [6] Dempster-Shafer Fusion of Multiple Sparse Representation and Statistical Property for SAR Target Configuration Recognition
    Liu, Ming
    Wu, Yan
    Zhao, Wei
    Zhang, Qiang
    Li, Ming
    Liao, Guisheng
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2014, 11 (06) : 1106 - 1110
  • [7] SAR target recognition based on improved joint sparse representation
    Cheng, Jian
    Li, Lan
    Li, Hongsheng
    Wang, Feng
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2014,
  • [8] SAR Target Recognition Using Block-sparse Representation
    Huang, Xiayuan
    Wang, Peng
    Zhang, Bo
    Qiao, Hong
    PROCEEDINGS 2013 INTERNATIONAL CONFERENCE ON MECHATRONIC SCIENCES, ELECTRIC ENGINEERING AND COMPUTER (MEC), 2013, : 1332 - 1336
  • [9] SAR target recognition based on improved joint sparse representation
    Jian Cheng
    Lan Li
    Hongsheng Li
    Feng Wang
    EURASIP Journal on Advances in Signal Processing, 2014
  • [10] IDENTITY REGULARIZED SPARSE REPRESENTATION FOR AUTOMATIC TARGET RECOGNITION IN SAR IMAGES
    Pan, Zongxu
    Liu, Lei
    Lei, Bin
    IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, : 37 - 40