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Remote Sensing Letters Volume 7, 2016 - Issue 9
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Original Articles

SAR ATR based on displacement- and rotation-insensitive CNN

Kangning DuDepartment of Space Microwave Remote Sensing System, Institute of Electronics, Chinese Academy of Sciences, Beijing, ChinaView further author information
,
Yunkai DengDepartment of Space Microwave Remote Sensing System, Institute of Electronics, Chinese Academy of Sciences, Beijing, ChinaView further author information
,
Robert WangDepartment of Space Microwave Remote Sensing System, Institute of Electronics, Chinese Academy of Sciences, Beijing, ChinaView further author information
,
Tuan ZhaoDepartment of Space Microwave Remote Sensing System, Institute of Electronics, Chinese Academy of Sciences, Beijing, ChinaView further author information
&
Ning LiDepartment of Space Microwave Remote Sensing System, Institute of Electronics, Chinese Academy of Sciences, Beijing, ChinaCorrespondence[email protected]
View further author information
Pages 895-904 | Received 03 Feb 2016, Accepted 27 May 2016, Published online: 20 Jun 2016

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Moussa Amrani, Abdelatif Bey & Abdenour Amamra. (2022) New SAR target recognition based on YOLO and very deep multi-canonical correlation analysis. International Journal of Remote Sensing 43:15-16, pages 5800-5819.
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Junya Lv. (2020) Exploiting multi-level deep features via joint sparse representation with application to SAR target recognition. International Journal of Remote Sensing 41:1, pages 320-338.
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Haibo Gao, Shuangchun Peng & Wenjuan Zeng. (2019) Recognition of targets in SAR images using joint classification of deep features fused by multi-canonical correlation analysis. Remote Sensing Letters 10:9, pages 883-892.
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Guoquan Huang, Xinggao Liu, Junpeng Hui, Ze Wang & Zeyin Zhang. (2019) A novel group squeeze excitation sparsely connected convolutional networks for SAR target classification. International Journal of Remote Sensing 40:11, pages 4346-4360.
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Zhuangzhuang Tian, Liping Wang, Ronghui Zhan, Jiemin Hu & Jun Zhang. (2018) Classification via weighted kernel CNN: application to SAR target recognition. International Journal of Remote Sensing 39:23, pages 9249-9268.
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Meiting Yu, Lingjun Zhao, Siqian Zhang, Boli Xiong & Gangyao Kuang. (2017) SAR target recognition using parametric supervised t-stochastic neighbor embedding. Remote Sensing Letters 8:9, pages 849-858.
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Baiyuan Ding, Gongjian Wen, Xiaohong Huang, Conghui Ma & Xiaoliang Yang. (2017) Target recognition in SAR images by exploiting the azimuth sensitivity. Remote Sensing Letters 8:9, pages 821-830.
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Chenwei Wang, Siyi Luo, Jifang Pei, Yulin Huang, Yin Zhang & Jianyu Yang. (2023) Crucial feature capture and discrimination for limited training data SAR ATR. ISPRS Journal of Photogrammetry and Remote Sensing 204, pages 291-305.
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Wenbo Weng. (2023) Multitask Sparse Representation of Two-Dimensional Variational Mode Decomposition Components for SAR Target Recognition. Scientific Programming 2023, pages 1-12.
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Minjia Yang, Xueru Bai, Li Wang & Feng Zhou. (2023) HENC: Hierarchical Embedding Network With Center Calibration for Few-Shot Fine-Grained SAR Target Classification. IEEE Transactions on Image Processing 32, pages 3324-3337.
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Elisa Giusti, Selenia Ghio, Amir Hosein Oveis & Marco Martorella. (2022) Proportional Similarity-Based Openmax Classifier for Open Set Recognition in SAR Images. Remote Sensing 14:18, pages 4665.
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Mohammed Elwan, Ahmed S. Amein, Aiman Mousa, Abdelmoty M. Ahmed, Belgacem Bouallegue & Abdelhameed S. Eltanany. (2022) SAR Image Matching Based on Local Feature Detection and Description Using Convolutional Neural Network. Security and Communication Networks 2022, pages 1-14.
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Taeyong Song, Sunok Kim, SungTai Kim, Jaeseok Lee & Kwanghoon Sohn. (2022) Context - Preserving Instance- Level Augmentation and Deformable Convolution Networks for SAR Ship Detection. Context - Preserving Instance- Level Augmentation and Deformable Convolution Networks for SAR Ship Detection.
Elisa Giusti, Selenia Ghio, Amir Hossein Oveis & Marco Martorella. (2022) Open Set Recognition in Synthetic Aperture Radar Using the Openmax Classifier. Open Set Recognition in Synthetic Aperture Radar Using the Openmax Classifier.
Minjia Yang, Xueru Bai, Li Wang & Feng Zhou. (2022) Mixed Loss Graph Attention Network for Few-Shot SAR Target Classification. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-13.
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Sijin Ren & Cheryl Q. Li. (2022) Robustness of transfer learning to image degradation. Expert Systems with Applications 187, pages 115877.
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Yu Zhou, Yi Li, Weitong Xie & Lu Li. (2021) A Convolutional Neural Network Combined with Attributed Scattering Centers for SAR ATR. Remote Sensing 13:24, pages 5121.
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Yangkai Wei, Yinchuan Li, Zegang Ding, Yan Wang, Tao Zeng & Teng Long. (2021) SAR Parametric Super-Resolution Image Reconstruction Methods Based on ADMM and Deep Neural Network. IEEE Transactions on Geoscience and Remote Sensing 59:12, pages 10197-10212.
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Xiao Xiang Zhu, Sina Montazeri, Mohsin Ali, Yuansheng Hua, Yuanyuan Wang, Lichao Mou, Yilei Shi, Feng Xu & Richard Bamler. (2021) Deep Learning Meets SAR: Concepts, models, pitfalls, and perspectives. IEEE Geoscience and Remote Sensing Magazine 9:4, pages 143-172.
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Tsenjung Tai & Masato Toda. (2021) Adapting Intra-Class Variations For Sar Image Classification. Adapting Intra-Class Variations For Sar Image Classification.
Rong Yang, Gui Wang, Zhenru Pan, Hongliang Lu, Heng Zhang & Xiaoxue Jia. (2021) A Novel False Alarm Suppression Method for CNN-Based SAR Ship Detector. IEEE Geoscience and Remote Sensing Letters 18:8, pages 1401-1405.
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Ji-Hoon Park, Seung-Mo Seo & Ji-Hee Yoo. (2021) SAR ATR for Limited Training Data Using DS-AE Network. Sensors 21:13, pages 4538.
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Caio B. S. Maior, João M. M. Santana, Isis D. Lins & Márcio J. C. Moura. (2021) Convolutional neural network model based on radiological images to support COVID-19 diagnosis: Evaluating database biases. PLOS ONE 16:3, pages e0247839.
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Jinsong Zhang, Mengdao Xing & Yiyuan Xie. (2021) FEC: A Feature Fusion Framework for SAR Target Recognition Based on Electromagnetic Scattering Features and Deep CNN Features. IEEE Transactions on Geoscience and Remote Sensing 59:3, pages 2174-2187.
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Zaidao Wen, Zhunga Liu, Shuai Zhang & Quan Pan. (2021) Rotation Awareness Based Self-Supervised Learning for SAR Target Recognition With Limited Training Samples. IEEE Transactions on Image Processing 30, pages 7266-7279.
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Xiaqing Yang, Jun Shi, Yuanyuan Zhou, Chen Wang, Yao Hu, Xiaoling Zhang & Shunjun Wei. (2020) Ground Moving Target Tracking and Refocusing Using Shadow in Video-SAR. Remote Sensing 12:18, pages 3083.
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Mandeep, Husanbir Singh Pannu & Avleen Malhi. (2020) Deep learning-based explainable target classification for synthetic aperture radar images. Deep learning-based explainable target classification for synthetic aperture radar images.
Yikui Zhai, Wenbo Deng, Tian Lan, Bing Sun, Zilu Ying, Junying Gan, Chaoyun Mai, Jingwen Li, Ruggero Donida Labati, Vincenzo Piuri & Fabio Scotti. (2020) MFFA-SARNET: Deep Transferred Multi-Level Feature Fusion Attention Network with Dual Optimized Loss for Small-Sample SAR ATR. Remote Sensing 12:9, pages 1385.
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Samia Kazemi & Birsen Yazici. (2020) Deep Learning for Joint Image Reconstruction and Segmentation for SAR. Deep Learning for Joint Image Reconstruction and Segmentation for SAR.
Rong Yang, Zhentao Hu, Yiming Liu & Zhen Xu. (2020) A Novel Polarimetric SAR Classification Method Integrating Pixel-Based and Patch-Based Classification. IEEE Geoscience and Remote Sensing Letters 17:3, pages 431-435.
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Xiaojing Tan, Ming Zou & Xiqin He. (2020) Target Recognition in SAR Images Based on Multiresolution Representations with 2D Canonical Correlation Analysis. Scientific Programming 2020, pages 1-9.
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Jiahuan Zhang, Hongjun Song & Binbin Zhou. (2020) SAR Target Classification Based on Deep Forest Model. Remote Sensing 12:1, pages 128.
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Abdullah Talha Kabakus. (2020) PyFER: A Facial Expression Recognizer Based on Convolutional Neural Networks. IEEE Access 8, pages 142243-142249.
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