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Taming Diffusion Models for Image Restoration: A Review

16 September 2024

Ziwei Luo

Fredrik K. Gustafsson

Zheng Zhao

Jens Sjölund

Thomas B. Schön

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Papers citing "Taming Diffusion Models for Image Restoration: A Review"

39 / 39 papers shown

Title
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Haoran Wang Jing Zhang Haonan Guo Di Wang Jiayi Ma Bo Du 168 0 0 30 Apr 2025
Free Hunch: Denoiser Covariance Estimation for Diffusion Models Without Extra Costs Severi Rissanen Markus Heinonen Arno Solin DiffM 405 3 0 15 Oct 2024
Conditioning diffusion models by explicit forward-backward bridging Adrien Corenflos Zheng Zhao Simo Särkkä Jens Sjölund Thomas B. Schön DiffM 128 6 0 22 May 2024
Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schön VLM 94 14 0 15 Apr 2024
Low-Light Image Enhancement with Wavelet-based Diffusion Models Hailin Jiang Ao Luo Songchen Han Haoqiang Fan Shuaicheng Liu DiffM 97 146 0 01 Jun 2023
Exploiting Diffusion Prior for Real-World Image Super-Resolution Jianyi Wang Zongsheng Yue Shangchen Zhou Kelvin C. K. Chan Chen Change Loy 160 321 0 11 May 2023
Adding Conditional Control to Text-to-Image Diffusion Models Lvmin Zhang Anyi Rao Maneesh Agrawala AI4CE 184 4,180 1 10 Feb 2023
Image Restoration with Mean-Reverting Stochastic Differential Equations Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schon DiffM 104 171 0 27 Jan 2023
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model Yinhuai Wang Jiwen Yu Jian Zhang DiffM 133 460 0 01 Dec 2022
Imagen Video: High Definition Video Generation with Diffusion Models Jonathan Ho William Chan Chitwan Saharia Jay Whang Ruiqi Gao ... Diederik P. Kingma Ben Poole Mohammad Norouzi David J. Fleet Tim Salimans VGen 179 1,545 0 05 Oct 2022
Diffusion Posterior Sampling for General Noisy Inverse Problems Hyungjin Chung Jeongsol Kim Michael T. McCann M. Klasky J. C. Ye DiffM 114 862 0 29 Sep 2022
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models Ozan Özdenizci Robert Legenstein DiffM 114 267 0 29 Jul 2022
Improving Diffusion Models for Inverse Problems using Manifold Constraints Hyungjin Chung Byeongsu Sim Dohoon Ryu J. C. Ye DiffM MedIm 146 472 0 02 Jun 2022
DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps Cheng Lu Yuhao Zhou Fan Bao Jianfei Chen Chongxuan Li Jun Zhu DiffM 247 1,464 0 02 Jun 2022
BBDM: Image-to-image Translation with Brownian Bridge Diffusion Models Bo Li Kaitao Xue Bin Liu Yunyu Lai DiffM 195 146 0 16 May 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 301 30,157 0 01 Mar 2022
Denoising Diffusion Restoration Models Bahjat Kawar Michael Elad Stefano Ermon Jiaming Song DiffM 304 848 0 27 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 520 15,788 0 20 Dec 2021
Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction Hyungjin Chung Byeongsu Sim Jong Chul Ye MedIm DiffM 126 355 0 09 Dec 2021
Deblurring via Stochastic Refinement Jay Whang M. Delbracio Hossein Talebi Chitwan Saharia A. Dimakis P. Milanfar DiffM 92 275 0 05 Dec 2021
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions Jeya Maria Jose Valanarasu R. Yasarla Vishal M. Patel ViT 116 293 0 29 Nov 2021
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 488 1,654 0 10 Nov 2021
ILVR: Conditioning Method for Denoising Diffusion Probabilistic Models Jooyoung Choi Sungwon Kim Yonghyun Jeong Youngjune Gwon Sungroh Yoon DiffM 179 724 0 06 Aug 2021
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Xintao Wang Liangbin Xie Chao Dong Ying Shan 131 1,180 0 22 Jul 2021
Diffusion Schrödinger Bridge with Applications to Score-Based Generative Modeling Valentin De Bortoli James Thornton J. Heng Arnaud Doucet DiffM OT 137 476 0 01 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 310 7,971 0 11 May 2021
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection Shuyang Cheng Yuzhi Wang Haibin Huang Donghao Liu Haoqiang Fan Shuaicheng Liu 194 191 0 30 Dec 2020
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 385 6,592 0 26 Nov 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 304 7,500 0 06 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 788 18,408 0 19 Jun 2020
How to Train Your Energy-Based Model for Regression Fredrik K. Gustafsson Martin Danelljan Radu Timofte Thomas B. Schon 134 42 0 04 May 2020
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Orest Kupyn T. Martyniuk Junru Wu Zhangyang Wang 3DV 107 890 0 10 Aug 2019
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 260 3,962 0 12 Jul 2019
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Xintao Wang Ke Yu Shixiang Wu Jinjin Gu Yihao Liu Chao Dong Chen Change Loy Yu Qiao Xiaoou Tang 181 3,741 0 01 Sep 2018
Benchmarking Single Image Dehazing and Beyond Boyi Li Wenqi Ren Dengpan Fu Dacheng Tao Dan Feng Wenjun Zeng Zhangyang Wang VLM 74 1,548 0 12 Dec 2017
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 252 10,729 0 15 Sep 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 72 5,305 0 25 Apr 2016
Perceptual Losses for Real-Time Style Transfer and Super-Resolution Justin Johnson Alexandre Alahi Li Fei-Fei SupR 268 10,273 0 27 Mar 2016
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 312 7,035 0 12 Mar 2015