Image Denoising: The Deep Learning Revolution and Beyond -- A Survey Paper --

9 January 2023

Papers citing "Image Denoising: The Deep Learning Revolution and Beyond -- A Survey Paper --"

50 / 122 papers shown

Title
Bayesian imaging using Plug & Play priors: when Langevin meets Tweedie R. Laumont Valentin De Bortoli Andrés Almansa J. Delon Alain Durmus Marcelo Pereyra 65 112 0 08 Mar 2021
High Perceptual Quality Image Denoising with a Posterior Sampling CGAN Guy Ohayon Theo Adrai Gregory Vaksman Michael Elad P. Milanfar GAN 102 37 0 06 Mar 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 337 3,686 0 18 Feb 2021
Multi-Stage Progressive Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang Ling Shao 169 1,486 0 04 Feb 2021
Joint Denoising and Demosaicking with Green Channel Prior for Real-world Burst Images Shi Guo Zhetong Liang Lei Zhang 44 36 0 25 Jan 2021
Stochastic Image Denoising by Sampling from the Posterior Distribution Bahjat Kawar Gregory Vaksman Michael Elad DiffM 67 64 0 23 Jan 2021
Deep Universal Blind Image Denoising Jae Woong Soh N. Cho SupR 53 21 0 18 Jan 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 338 6,480 0 26 Nov 2020
Convolutional Proximal Neural Networks and Plug-and-Play Algorithms J. Hertrich Sebastian Neumayer Gabriele Steidl 56 59 0 04 Nov 2020
Blind Video Temporal Consistency via Deep Video Prior Chenyang Lei Yazhou Xing Qifeng Chen 89 112 0 22 Oct 2020
Practical Deep Raw Image Denoising on Mobile Devices Yuzhi Wang Haibin Huang Qin Xu Jiaming Liu Yiqun Liu Jue Wang 81 106 0 14 Oct 2020
Plug-and-Play Image Restoration with Deep Denoiser Prior Peng Sun Yawei Li W. Zuo Lei Zhang Luc Van Gool Radu Timofte DiffM SupR 95 801 0 31 Aug 2020
Regularization by Denoising via Fixed-Point Projection (RED-PRO) Regev Cohen Michael Elad P. Milanfar 79 107 0 01 Aug 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 637 18,096 0 19 Jun 2020
Improved Techniques for Training Score-Based Generative Models Yang Song Stefano Ermon DiffM 251 1,151 0 16 Jun 2020
Scalable Plug-and-Play ADMM with Convergence Guarantees Yu Sun Zihui Wu Xiaojian Xu B. Wohlberg Ulugbek S. Kamilov BDL 91 75 0 05 Jun 2020
AMP-Net: Denoising based Deep Unfolding for Compressive Image Sensing Zhonghao Zhang Yipeng Liu Jiani Liu Fei Wen Ce Zhu 54 209 0 21 Apr 2020
A Physics-based Noise Formation Model for Extreme Low-light Raw Denoising Kaixuan Wei Ying Fu Jiaolong Yang Hua Huang DiffM 65 210 0 28 Mar 2020
Deep Unfolding Network for Image Super-Resolution Peng Sun Luc Van Gool Radu Timofte SupR 159 544 0 23 Mar 2020
Deep Learning on Image Denoising: An overview Chunwei Tian Lunke Fei Wenxian Zheng Yong-mei Xu W. Zuo Chia-Wen Lin 205 832 0 31 Dec 2019
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 287 5,815 0 03 Dec 2019
Deep K-SVD Denoising M. Scetbon Michael Elad P. Milanfar SupR 81 108 0 28 Sep 2019
Variational Denoising Network: Toward Blind Noise Modeling and Removal Zongsheng Yue Hongwei Yong Qian Zhao Lei Zhang Deyu Meng BDL 62 304 0 29 Aug 2019
Deep Graph-Convolutional Image Denoising D. Valsesia Giulia Fracastoro E. Magli GNN SSL 51 145 0 19 Jul 2019
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 258 3,916 0 12 Jul 2019
FastDVDnet: Towards Real-Time Deep Video Denoising Without Flow Estimation Matias Tassano J. Delon T. Veit 68 238 0 01 Jul 2019
Robust and interpretable blind image denoising via bias-free convolutional neural networks S. Mohan Zahra Kadkhodaie Eero P. Simoncelli C. Fernandez‐Granda AI4CE 59 124 0 13 Jun 2019
DVDnet: A Fast Network for Deep Video Denoising Matias Tassano J. Delon T. Veit 48 135 0 04 Jun 2019
Block Coordinate Regularization by Denoising Yu Sun Jiaming Liu Ulugbek S. Kamilov 65 84 0 13 May 2019
Real Image Denoising with Feature Attention Saeed Anwar Nick Barnes 66 506 0 16 Apr 2019
When AWGN-based Denoiser Meets Real Noises Yuqian Zhou Jianbo Jiao Haibin Huang Yanjie Wang Jue Wang Humphrey Shi Thomas Huang 50 131 0 06 Apr 2019
Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels Kai Zhang W. Zuo Lei Zhang SupR 40 363 0 29 Mar 2019
DeepRED: Deep Image Prior Powered by RED G. Mataev Michael Elad P. Milanfar SupR 80 194 0 25 Mar 2019
Plug and play methods for magnetic resonance imaging (long version) Rizwan Ahmad Charles A. Bouman G. Buzzard Stanley H. Chan Sizhuo Liu E. T. Reehorst Philip Schniter 105 195 0 20 Mar 2019
On instabilities of deep learning in image reconstruction - Does AI come at a cost? Vegard Antun F. Renna C. Poon Ben Adcock A. Hansen 56 603 0 14 Feb 2019
Multi-Kernel Prediction Networks for Denoising of Burst Images Talmaj Marinc Vignesh Srinivasan Serhan Gül C. Hellge Wojciech Samek 93 27 0 05 Feb 2019
Noise2Self: Blind Denoising by Self-Supervision Joshua D. Batson Loic A. Royer 76 660 0 30 Jan 2019
A Poisson-Gaussian Denoising Dataset with Real Fluorescence Microscopy Images Yide Zhang Yinhao Zhu Evan L. Nichols Qingfei Wang Siyuan Zhang Cody J. Smith S. Howard 67 182 0 26 Dec 2018
Residual Dense Network for Image Restoration Yulun Zhang Yapeng Tian Yu Kong Bineng Zhong Y. Fu SupR 72 723 0 25 Dec 2018
Unprocessing Images for Learned Raw Denoising Tim Brooks B. Mildenhall Tianfan Xue Jiawen Chen Dillon Sharlet Jonathan T. Barron 83 440 0 27 Nov 2018
Noise2Void - Learning Denoising from Single Noisy Images Alexander Krull T. Buchholz Florian Jug 103 1,103 0 27 Nov 2018
Neural Nearest Neighbors Networks Tobias Plötz Stefan Roth 70 339 0 30 Oct 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 262 5,394 0 28 Sep 2018
An Online Plug-and-Play Algorithm for Regularized Image Reconstruction Yu Sun B. Wohlberg Ulugbek S. Kamilov 45 209 0 12 Sep 2018
Performance Analysis of Plug-and-Play ADMM: A Graph Signal Processing Perspective Stanley H. Chan 47 58 0 31 Aug 2018
Class-Aware Fully-Convolutional Gaussian and Poisson Denoising Tal Remez Or Litany Raja Giryes A. Bronstein BDL 48 72 0 20 Aug 2018
Toward Convolutional Blind Denoising of Real Photographs Shi Guo Zifei Yan Peng Sun W. Zuo Lei Zhang 94 911 0 12 Jul 2018
A Trilateral Weighted Sparse Coding Scheme for Real-World Image Denoising Jun Xu Lei Zhang David C. Zhang 61 250 0 11 Jul 2018
Glow: Generative Flow with Invertible 1x1 Convolutions Diederik P. Kingma Prafulla Dhariwal BDL DRL 295 3,134 0 09 Jul 2018
Non-Local Recurrent Network for Image Restoration Ding Liu Bihan Wen Yuchen Fan Chen Change Loy Thomas S. Huang SupR 206 631 0 07 Jun 2018