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International Journal of Remote Sensing Volume 41, 2020 - Issue 24
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Research Article

ISAR imaging enhancement: exploiting deep convolutional neural network for signal reconstruction

Ting Yanga School of Information Science and Engineering, Yanshan University, Qinhuangdao, China;b Hebei Key Laboratory of Information Transmission and Signal Processing, Yanshan University, Qinhuangdao, ChinaORCID Iconhttps://orcid.org/0000-0002-4511-2546View further author information
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Hongyin Shia School of Information Science and Engineering, Yanshan University, Qinhuangdao, China;b Hebei Key Laboratory of Information Transmission and Signal Processing, Yanshan University, Qinhuangdao, ChinaCorrespondence[email protected]
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Manyun Langa School of Information Science and Engineering, Yanshan University, Qinhuangdao, China;b Hebei Key Laboratory of Information Transmission and Signal Processing, Yanshan University, Qinhuangdao, ChinaView further author information
&
Jianwen Guoa School of Information Science and Engineering, Yanshan University, Qinhuangdao, China;b Hebei Key Laboratory of Information Transmission and Signal Processing, Yanshan University, Qinhuangdao, ChinaView further author information
Pages 9447-9468 | Received 31 Mar 2020, Accepted 26 Jun 2020, Published online: 28 Oct 2020

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Xingyu Zhou, Yong Wang, Bin Zhao & Xiaofei Lu. (2021) Estimation of the rotation velocity and scaling for ISAR imaging of near-field targets based on the integrated generalized cubic phase function and image interpolation. International Journal of Remote Sensing 42:17, pages 6537-6555.
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Irfan Manisali, Okyanus Oral & Figen S. Oktem. (2024) Efficient physics-based learned reconstruction methods for real-time 3D near-field MIMO radar imaging. Digital Signal Processing 144, pages 104274.
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Mingjiu Lv, Wenfeng Chen, Jun Yang, Dangwei Wang, Xia Wu & Xiaoyan Ma. (2023) Joint 2-D Sparse ISAR Imaging and Autofocusing by Using 2-D-IADIANet. IEEE Sensors Journal 23:14, pages 16428-16439.
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Zhenhua Wu, Fafa Zhao, Lei Zhang, Yice Cao, Jun Qian, Jiafei Xu & Lixia Yang. (2023) Fast Frequency-Diverse Radar Imaging Based on Adaptive Sampling Iterative Soft-Thresholding Deep Unfolding Network. Remote Sensing 15:13, pages 3284.
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Wenzhe Li, Yanxin Yuan, Yuanpeng Zhang & Ying Luo. (2022) Unblurring ISAR Imaging for Maneuvering Target Based on UFGAN. Remote Sensing 14:20, pages 5270.
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Haobo Wang, Kaiming Li, Xiaofei Lu, Qun Zhang, Ying Luo & Le Kang. (2022) ISAR Resolution Enhancement Method Exploiting Generative Adversarial Network. Remote Sensing 14:5, pages 1291.
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Xiaoyong Li, Xueru Bai, Yujie Zhang & Feng Zhou. (2022) High-Resolution ISAR Imaging Based on Plug-and-Play 2D ADMM-Net. Remote Sensing 14:4, pages 901.
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Handan Jing, Shiyong Li, Ke Miao, Shuoguang Wang, Xiaoxi Cui, Guoqiang Zhao & Houjun Sun. (2022) Enhanced Millimeter-Wave 3-D Imaging via Complex-Valued Fully Convolutional Neural Network. Electronics 11:1, pages 147.
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Xiaoyong Li, Xueru Bai & Feng Zhou. (2021) Sparse Aperture ISAR Imaging Based on UNet++. Sparse Aperture ISAR Imaging Based on UNet++.
Xunzhang Gao, Chaochao Xiao & Chi Zhang. (2021) Plug-and-Play ADMM for Sparse ISAR Imaging. Plug-and-Play ADMM for Sparse ISAR Imaging.
Chaochao Xiao, Xunzhang Gao & Chi Zhang. (2021) U-ADMMNet: A Mdel-Based Deep Learning Method for Sparse Aperture ISAR Imaging. U-ADMMNet: A Mdel-Based Deep Learning Method for Sparse Aperture ISAR Imaging.
Zhongjin Jiang, Shumin Zhao, Xing Chen, Runjia Shi & Fei Yang. (2021) A novel MMV based SBL algorithm for high resolution ISAR imaging. Digital Signal Processing 117, pages 103162.
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Xiaoyong Li, Xueru Bai & Feng Zhou. (2021) High-Resolution ISAR Imaging and Autofocusing via 2D-ADMM-Net. Remote Sensing 13:12, pages 2326.
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Chaochao Xiao, Xunzhang Gao & Chi Zhang. (2021) Deep Convolution Network with Sparse Prior for Sparse ISAR Image Enhancement. Deep Convolution Network with Sparse Prior for Sparse ISAR Image Enhancement.

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