Laser & Optoelectronics Progress, Volume. 57, Issue 24, 241007(2020)

SAR Image Target Recognition Method Combining Multi-Resolution Representation and Complex Domain CNN

Liangcai Qiao*
Author Affiliations
  • School of Information Engineering (College of Big Data), Xuzhou University of Technology, Xuzhou, Jiangsu 221018, China
  • show less
    References(27)

    [8] Xie Q, Zhang H. Multi-level SAR image enhancement based on regularization with application to target recognition[J]. Journal of Electronic Measurement and Instrumentation, 32, 157-162(2018).

    [10] Mishra A K, Motaung T. Application of linear and nonlinear PCA to SAR ATR. [C]∥ 2015 25th International Conference Radioelektronika (RADIOELEKTRONIKA), April 21-22, 2015, Pardubice, Czech Republic. New York: IEEE, 15236296(2015).

    [11] Cui Z Y, Feng J L, Cao Z J et al. Target recognition in synthetic aperture radar images via non-negative matrix factorisation[J]. IET Radar, Sonar & Navigation, 9, 1376-1385(2015).

    [14] Ding B Y, Wen G J, Yu L S et al. Matching of attributed scattering center and its application to synthetic aperture radar automatic target recognition[J]. Journal of Radars, 6, 157-166(2017).

    [15] Liu Y. Target recognition of SAR images based on multi-level matching of attributed scattering centers[J]. Journal of Electronic Measurement and Instrumentation, 33, 192-198(2019).

    [16] Hao Y, Bai Y P, Zhang X F. Synthetic aperture radar target recognition based on KNN[J]. Fire Control & Command Control, 43, 111-113, 118(2018).

    [17] Liu C Q, Chen B, Pan Z H et al. Research of target recognition technique via simulation SAR and SVM classifier[J]. Journal of China Academy of Electronics and Information Technology, 11, 257-262(2016).

    [18] Liu H C, Li S T. Decision fusion of sparse representation and support vector machine for SAR image target recognition[J]. Neurocomputing, 113, 97-104(2013).

    [19] Han P, Wang H. Research on the synthetic aperture rader target recognition based on KPCA and sparse representation[J]. Journal of Signal Processing, 29, 1696-1701(2013).

    [20] Chen S Z, Wang H P, Xu F et al. Target classification using the deep convolutional networks for SAR images[J]. IEEE Transactions on Geoscience and Remote Sensing, 54, 4806-4817(2016).

    [21] Du K N, Deng Y K, Wang R et al. SAR ATR based on displacement-and rotation-insensitive CNN[J]. Remote Sensing Letters, 7, 895-904(2016).

    [22] Wagner S A. SAR ATR by a combination of convolutional neural network and support vector machines[J]. IEEE Transactions on Aerospace and Electronic Systems, 52, 2861-2872(2016).

    [23] Hua Q L, Huang B, Chen X F et al. Ship target recognition algorithms based on complex domain CNN[J]. Command Information System and Technology, 10, 71-75(2019).

    [24] Zhang Z M, Wang H P, Xu F et al. Complex-valued convolutional neural network and its application in polarimetric SAR image classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 55, 7177-7188(2017).

    [25] Ding B Y, Wen G J. Target recognition of SAR images based on multi-resolution representation[J]. Remote Sensing Letters, 8, 1006-1014(2017).

    [26] Zhang Z Y. Joint classification of multiresolution representations with discrimination analysis for SAR ATR[J]. Journal of Electronic Imaging, 27, 043030(2018).

    [27] Cai D R, Zhang T. SAR target recognition based on joint use of multi-resolution representations[J]. Journal of Electronic Measurement and Instrumentation, 32, 71-77(2018).

    Tools

    Get Citation

    Copy Citation Text

    Liangcai Qiao. SAR Image Target Recognition Method Combining Multi-Resolution Representation and Complex Domain CNN[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241007

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Image Processing

    Received: May. 14, 2020

    Accepted: Jun. 4, 2020

    Published Online: Dec. 2, 2020

    The Author Email: Qiao Liangcai (qiaolc@xzit.edu.cn)

    DOI:10.3788/LOP57.241007

    Topics