As if by magic: self-supervised training of deep despeckling networks
with MERLIN

As if by magic: self-supervised training of deep despeckling networks with MERLIN

25 October 2021

Emanuele Dalsasso

Papers citing "As if by magic: self-supervised training of deep despeckling networks with MERLIN"

15 / 15 papers shown

Title
Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And Perspectives Giulia Fracastoro E. Magli Giovanni Poggi Giuseppe Scarpa D. Valsesia L. Verdoliva 23 64 0 10 Dec 2020
Noise2Kernel: Adaptive Self-Supervised Blind Denoising using a Dilated Convolutional Kernel Architecture Kanggeun Lee Won-Ki Jeong 42 18 0 07 Dec 2020
Noise2Same: Optimizing A Self-Supervised Bound for Image Denoising Yaochen Xie Zhengyang Wang Shuiwang Ji 92 111 0 22 Oct 2020
Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks Andrea Bordone Molini D. Valsesia Giulia Fracastoro E. Magli 16 89 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 21 55 0 28 Jun 2020
Deep Learning Meets SAR Xiaoxiang Zhu S. Montazeri Mohsin Ali Yuansheng Hua Yuanyuan Wang Lichao Mou Yilei Shi Feng Xu R. Bamler 41 221 0 17 Jun 2020
Towards Deep Unsupervised SAR Despeckling with Blind-Spot Convolutional Neural Networks Andrea Bordone Molini D. Valsesia Giulia Fracastoro E. Magli 19 21 0 15 Jan 2020
Why gradient clipping accelerates training: A theoretical justification for adaptivity J.N. Zhang Tianxing He S. Sra Ali Jadbabaie 49 454 0 28 May 2019
High-Quality Self-Supervised Deep Image Denoising S. Laine Tero Karras J. Lehtinen Timo Aila 23 336 0 29 Jan 2019
Noise2Noise: Learning Image Restoration without Clean Data J. Lehtinen Jacob Munkberg J. Hasselgren S. Laine Tero Karras M. Aittala Timo Aila 62 1,591 0 12 Mar 2018
Learning a Dilated Residual Network for SAR Image Despeckling Qiang Zhang Qiangqiang Yuan Jie Li Zhen Yang Xiaoshuang Ma 26 196 0 09 Sep 2017
SAR Image Despeckling Using a Convolutional Neural Network Puyang Wang He Zhang Vishal M. Patel 25 318 0 02 Jun 2017
SAR image despeckling through convolutional neural networks Giovanni Chierchia D. Cozzolino Giovanni Poggi L. Verdoliva 26 242 0 02 Apr 2017
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 865 76,547 0 18 May 2015
Speckle Reduction in Polarimetric SAR Imagery with Stochastic Distances and Nonlocal Means L. Torres S. Sant’anna C. Freitas A. Frery 33 137 0 16 Apr 2013