Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And Perspectives

IEEE Geoscience and Remote Sensing Magazine ◽

10.1109/mgrs.2021.3070956 ◽

2021 ◽

pp. 2-24

Author(s):

Giulia Fracastoro ◽

Enrico Magli ◽

Giovanni Poggi ◽

Giuseppe Scarpa ◽

Diego Valsesia ◽

...

Keyword(s):

Deep Learning ◽

Synthetic Aperture Radar ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

Learning Methods ◽

Image Despeckling ◽

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Spatially adapted total variational model for synthetic aperture radar image despeckling

Journal of Electronic Imaging ◽

10.1117/1.jei.22.3.033019 ◽

2013 ◽

Vol 22 (3) ◽

pp. 033019

Author(s):

Huiyan Liu ◽

Jiying Liu ◽

Fengxia Yan ◽

Jobo Zhu ◽

Faming Fang

Keyword(s):

Synthetic Aperture Radar ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

Variational Model ◽

Image Despeckling ◽

Total Variational Model ◽

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Classification of interferometric synthetic aperture radar image with deep learning approach

2016 CIE International Conference on Radar (RADAR) ◽

10.1109/radar.2016.8059200 ◽

2016 ◽

Author(s):

Wei Liu ◽

Shuiping Gou ◽

Wenshuai Chen ◽

Changfeng Zhao ◽

Licheng Jiao

Keyword(s):

Deep Learning ◽

Synthetic Aperture Radar ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

Learning Approach ◽

Interferometric Synthetic Aperture Radar ◽

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Synthetic aperture radar image despeckling based on adaptive iterative risk estimator

Journal of Electronic Imaging ◽

10.1117/1.jei.24.4.043001 ◽

2015 ◽

Vol 24 (4) ◽

pp. 043001

Author(s):

Jian Ji ◽

Afang Chu ◽

Chunhui Zhang ◽

Fen Ren

Keyword(s):

Synthetic Aperture Radar ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

Risk Estimator ◽

Image Despeckling ◽

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Synthetic aperture radar image despeckling with a residual learning of convolutional neural network

Optik ◽

10.1016/j.ijleo.2020.165876 ◽

2021 ◽

Vol 228 ◽

pp. 165876

Author(s):

Ming Zhang ◽

Li-dong Yang ◽

Da-hua Yu ◽

Ju-bai An

Keyword(s):

Neural Network ◽

Synthetic Aperture Radar ◽

Convolutional Neural Network ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

Residual Learning ◽

Image Despeckling ◽

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Active Ensemble Deep Learning for Polarimetric Synthetic Aperture Radar Image Classification

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2020.3005076 ◽

2020 ◽

pp. 1-5

Author(s):

Sheng-Jie Liu ◽

Haowen Luo ◽

Qian Shi

Keyword(s):

Deep Learning ◽

Synthetic Aperture Radar ◽

Image Classification ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

Polarimetric Synthetic Aperture Radar ◽

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Synthetic aperture radar image despeckling via spatially adaptive shrinkage in the nonsubsampled contourlet transform domain

Journal of Electronic Imaging ◽

10.1117/1.2841040 ◽

2008 ◽

Vol 17 (1) ◽

pp. 013013 ◽

Author(s):

Qiang Sun

Keyword(s):

Synthetic Aperture Radar ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Contourlet Transform ◽

Synthetic Aperture ◽

Transform Domain ◽

Nonsubsampled Contourlet Transform ◽

Spatially Adaptive ◽

Image Despeckling ◽

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Learning synthetic aperture radar image despeckling without clean data

Journal of Applied Remote Sensing ◽

10.1117/1.jrs.14.026518 ◽

2020 ◽

Vol 14 (02) ◽

pp. 1

Author(s):

Gang Zhang ◽

Zhi Li ◽

Xuewei Li ◽

Yiqiao Xu

Keyword(s):

Synthetic Aperture Radar ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

Image Despeckling ◽

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Synthetic aperture radar image despeckling via total generalised variation approach

IET Image Processing ◽

10.1049/iet-ipr.2013.0701 ◽

2015 ◽

Vol 9 (3) ◽

pp. 236-248

Author(s):

Wensen Feng ◽

Hong Lei ◽

Hong Qiao

Keyword(s):

Synthetic Aperture Radar ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

Variation Approach ◽

Image Despeckling ◽

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A Squint Mode Bistatic Synthetic Aperture Radar Image Formation Algorithm Based on Second Range Compression

JOURNAL OF ELECTRONICS INFORMATION TECHNOLOGY ◽

10.3724/sp.j.1146.2006.02012 ◽

2011 ◽

Vol 30 (7) ◽

pp. 1717-1721 ◽

Author(s):

Sheng-kang Zhang ◽

Ru-liang Yang

Keyword(s):

Synthetic Aperture Radar ◽

Image Formation ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

Bistatic Synthetic Aperture Radar ◽

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Supervised classification for synthetic aperture radar image

1999 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings. ICASSP99 (Cat. No.99CH36258) ◽

10.1109/icassp.1999.757604 ◽

1999 ◽

Author(s):

X. Dupuis ◽

P. Mathieu ◽

M. Barlaud

Keyword(s):

Synthetic Aperture Radar ◽

Supervised Classification ◽

Synthetic Aperture Radar Image ◽

Radar Image ◽

Synthetic Aperture ◽

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