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

10 December 2020

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

45 / 45 papers shown

Title
RSNet: A Light Framework for The Detection of Multi-scale Remote Sensing Targets Hongyu Chen Chong Chen Fei Wang Yuhu Shi Weiming Zeng 125 1 0 20 Feb 2025
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 298 30,152 0 01 Mar 2022
LambdaNetworks: Modeling Long-Range Interactions Without Attention Irwan Bello 343 181 0 17 Feb 2021
Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks Andrea Bordone Molini D. Valsesia Giulia Fracastoro E. Magli 42 94 0 04 Jul 2020
SAR Image Despeckling by Deep Neural Networks: from a pre-trained model to an end-to-end training strategy Emanuele Dalsasso Xiangli Yang L. Denis F. Tupin Wen Yang 71 55 0 28 Jun 2020
SAR2SAR: a semi-supervised despeckling algorithm for SAR images Emanuele Dalsasso L. Denis F. Tupin 48 28 0 26 Jun 2020
Multi-Objective CNN Based Algorithm for SAR Despeckling S. Vitale G. Ferraioli V. Pascazio 91 81 0 16 Jun 2020
Towards Deep Unsupervised SAR Despeckling with Blind-Spot Convolutional Neural Networks Andrea Bordone Molini D. Valsesia Giulia Fracastoro E. Magli 37 21 0 15 Jan 2020
A Practical Solution for SAR Despeckling With Adversarial Learning Generated Speckled-to-Speckled Images Ye Yuan Jian Guan Pengming Feng Yanxia Wu 20 9 0 13 Dec 2019
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 108 1,458 0 04 Dec 2019
Blind SAR Image Despeckling Using Self-Supervised Dense Dilated Convolutional Neural Network Ye Yuan Jianguo Sun Jian Guan 34 14 0 05 Aug 2019
Deep Graph-Convolutional Image Denoising D. Valsesia Giulia Fracastoro E. Magli GNN SSL 59 145 0 19 Jul 2019
A Novel Cost Function for Despeckling using Convolutional Neural Networks G. Ferraioli V. Pascazio S. Vitale 41 13 0 11 Jun 2019
A New Ratio Image Based CNN Algorithm For SAR Despeckling S. Vitale G. Ferraioli V. Pascazio 25 32 0 10 Jun 2019
DoPAMINE: Double-sided Masked CNN for Pixel Adaptive Multiplicative Noise Despeckling Sunghwan Joo Sungmin Cha Taesup Moon 18 7 0 07 Feb 2019
Noise2Self: Blind Denoising by Self-Supervision Joshua D. Batson Loic A. Royer 82 662 0 30 Jan 2019
High-Quality Self-Supervised Deep Image Denoising S. Laine Tero Karras J. Lehtinen Timo Aila 57 340 0 29 Jan 2019
Guided patch-wise nonlocal SAR despeckling S. Vitale D. Cozzolino Giuseppe Scarpa L. Verdoliva Giovanni Poggi 53 33 0 28 Nov 2018
Noise2Void - Learning Denoising from Single Noisy Images Alexander Krull T. Buchholz Florian Jug 119 1,107 0 27 Nov 2018
Neural Nearest Neighbors Networks Tobias Plötz Stefan Roth 81 340 0 30 Oct 2018
A Survey on Deep Transfer Learning Chuanqi Tan F. Sun Tao Kong Wenchang Zhang Chao Yang Chunfang Liu 78 2,593 0 06 Aug 2018
The SEN1-2 Dataset for Deep Learning in SAR-Optical Data Fusion M. Schmitt Lloyd H. Hughes Xiaoxiang Zhu 45 216 0 04 Jul 2018
Non-Local Recurrent Network for Image Restoration Ding Liu Bihan Wen Yuchen Fan Chen Change Loy Thomas S. Huang SupR 236 633 0 07 Jun 2018
Noise2Noise: Learning Image Restoration without Clean Data J. Lehtinen Jacob Munkberg J. Hasselgren S. Laine Tero Karras M. Aittala Timo Aila 102 1,610 0 12 Mar 2018
Nonlocality-Reinforced Convolutional Neural Networks for Image Denoising Cristóvão Cruz A. Foi V. Katkovnik K. Egiazarian 49 101 0 06 Mar 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 102 2,020 0 10 Feb 2018
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 307 8,922 0 21 Nov 2017
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Peng Sun W. Zuo Lei Zhang 140 2,133 0 11 Oct 2017
Learning a Dilated Residual Network for SAR Image Despeckling Qiang Zhang Qiangqiang Yuan Jie Li Zhen Yang Xiaoshuang Ma 60 196 0 09 Sep 2017
MemNet: A Persistent Memory Network for Image Restoration Ying Tai Jian Yang Xiaoming Liu Chunyan Xu SupR 114 1,544 0 07 Aug 2017
SAR Image Despeckling Using a Convolutional Neural Network Puyang Wang He Zhang Vishal M. Patel 47 321 0 02 Jun 2017
Unassisted Quantitative Evaluation Of Despeckling Filters Luís Gómez Déniz R. Ospina A. Frery 49 75 0 19 Apr 2017
MuLoG, or How to apply Gaussian denoisers to multi-channel SAR speckle reduction? Charles-Alban Deledalle L. Denis Sonia Tabti F. Tupin 52 146 0 18 Apr 2017
SAR image despeckling through convolutional neural networks Giovanni Chierchia D. Cozzolino Giovanni Poggi L. Verdoliva 59 246 0 02 Apr 2017
Remote Sensing Image Scene Classification: Benchmark and State of the Art Gong Cheng Junwei Han Xiaoqiang Lu 108 2,269 0 01 Mar 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 340 19,711 0 21 Nov 2016
Non-Local Color Image Denoising with Convolutional Neural Networks Stamatios Lefkimmiatis SupR 61 336 0 21 Nov 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 831 36,910 0 25 Aug 2016
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 145 7,027 0 13 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015
Empirical Evaluation of Rectified Activations in Convolutional Network Bing Xu Naiyan Wang Tianqi Chen Mu Li 142 2,914 0 05 May 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 469 43,357 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,529 0 04 Sep 2014