Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey

18 August 2023

Papers citing "Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey"

43 / 43 papers shown

Title
Why Compress What You Can Generate? When GPT-4o Generation Ushers in Image Compression Fields Yixin Gao Xiaohan Pan X. Li Zhibo Chen 48 0 0 30 Apr 2025
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration H. Wang Jing Zhang Haonan Guo Di Wang Jiayi Ma Bo Du 58 0 0 30 Apr 2025
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: KwaiSR Dataset and Study Xin Li Xijun Wang Bingchen Li Kun Yuan Yizhen Shao Suhang Yao Ming-Ting Sun Chao Zhou Radu Timofte Zhibo Chen 43 3 0 21 Apr 2025
RestoreGrad: Signal Restoration Using Conditional Denoising Diffusion Models with Jointly Learned Prior Ching Hua Lee Chouchang Yang Jaejin Cho Yashas Malur Saidutta R. S. Srinivasa Yilin Shen Hongxia Jin DiffM 77 0 0 19 Feb 2025
SDP: Spiking Diffusion Policy for Robotic Manipulation with Learnable Channel-Wise Membrane Thresholds Zhixing Hou Maoxu Gao Hang Yu Mengyu Yang Chio-in Ieong 22 1 0 17 Sep 2024
Semantic Guided Large Scale Factor Remote Sensing Image Super-resolution with Generative Diffusion Prior Ce Wang Wanjie Sun DiffM 22 4 0 11 May 2024
MVIP-NeRF: Multi-view 3D Inpainting on NeRF Scenes via Diffusion Prior Honghua Chen Chen Change Loy Xingang Pan 24 11 0 05 May 2024
PromptCIR: Blind Compressed Image Restoration with Prompt Learning Bingchen Li Xin Li Yiting Lu Ruoyu Feng Mengxi Guo Shijie Zhao Li Zhang Zhibo Chen 22 13 0 26 Apr 2024
Denoising Monte Carlo Renders With Diffusion Models Vaibhav Vavilala R. Vasanth David A. Forsyth DiffM 16 1 0 30 Mar 2024
SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution Chengcheng Wang Zhiwei Hao Yehui Tang Jianyuan Guo Yujie Yang Kai Han Yunhe Wang 30 6 0 27 Feb 2024
Diffusion Model-Based Image Editing: A Survey Yi Huang Jiancheng Huang Yifan Liu Mingfu Yan Jiaxi Lv Jianzhuang Liu Wei Xiong He Zhang Liangliang Cao Liangliang Cao EGVM 51 82 0 27 Feb 2024
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Amirhosein Ghasemabadi Muhammad Kamran Janjua Mohammad Salameh Chunhua Zhou Fengyu Sun Di Niu 14 11 0 26 Jan 2024
3D Human Pose Analysis via Diffusion Synthesis Haorui Ji Hongdong Li DiffM 42 3 0 17 Jan 2024
Denoising Diffusion Models for Plug-and-Play Image Restoration Yuanzhi Zhu K. Zhang Jingyun Liang Jiezhang Cao B. Wen Radu Timofte Luc Van Gool DiffM 55 193 0 15 May 2023
Multi-Modality Deep Network for JPEG Artifacts Reduction Xuhao Jiang Weimin Tan Qing Lin Chenxi Ma Bo Yan Liquan Shen 22 2 0 04 May 2023
LayoutDM: Transformer-based Diffusion Model for Layout Generation Shang Chai Liansheng Zhuang Feng Yan DiffM 24 29 0 04 May 2023
Score-Based Diffusion Models as Principled Priors for Inverse Imaging Berthy T. Feng Jamie Smith Michael Rubinstein Huiwen Chang Katherine L. Bouman William T. Freeman DiffM 71 85 0 23 Apr 2023
Towards Coherent Image Inpainting Using Denoising Diffusion Implicit Models Guanhua Zhang Jiabao Ji Yang Zhang Mo Yu Tommi Jaakkola Shiyu Chang DiffM 35 59 0 06 Apr 2023
ResDiff: Combining CNN and Diffusion Model for Image Super-Resolution Shuyao Shang Zhengyang Shan Guangxing Liu LunQian Wang XingHua Wang Zekai Zhang Jingling Zhang DiffM 34 82 0 15 Mar 2023
Synthesizing Realistic Image Restoration Training Pairs: A Diffusion Approach Tao Yang Peiran Ren Xuansong Xie Lei Zhang DiffM 24 14 0 13 Mar 2023
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration Naoki Murata Koichi Saito Chieh-Hsin Lai Yuhta Takida Toshimitsu Uesaka Yuki Mitsufuji Stefano Ermon DiffM 56 32 0 30 Jan 2023
Face Super-Resolution Using Stochastic Differential Equations Marcelo dos Santos Rayson Laroca Rafael O. Ribeiro João Neves Hugo Proencca David Menotti DiffM 14 11 0 24 Sep 2022
JPEG Artifact Correction using Denoising Diffusion Restoration Models Bahjat Kawar Jiaming Song Stefano Ermon Michael Elad DiffM 34 52 0 23 Sep 2022
Improved Vector Quantized Diffusion Models Zhicong Tang Shuyang Gu Jianmin Bao Dong Chen Fang Wen DiffM 164 52 0 31 May 2022
Accelerating Diffusion Models via Early Stop of the Diffusion Process Zhaoyang Lyu Xu Xudong Ceyuan Yang Dahua Lin Bo Dai DiffM 182 90 0 25 May 2022
Autoregressive Image Generation using Residual Quantization Doyup Lee Chiheon Kim Saehoon Kim Minsu Cho Wook-Shin Han VGen 162 324 0 03 Mar 2022
SUNet: Swin Transformer UNet for Image Denoising Chi-Mao Fan Tsung-Jung Liu Kuan-Hsien Liu ViT 22 111 0 28 Feb 2022
Denoising Diffusion Restoration Models Bahjat Kawar Michael Elad Stefano Ermon Jiaming Song DiffM 202 770 0 27 Jan 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 200 1,330 0 24 Jan 2022
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 320 1,570 0 10 Nov 2021
Towards Flexible Blind JPEG Artifacts Removal Jiaxi Jiang K. Zhang Radu Timofte 54 103 0 29 Sep 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021
Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed Eric Luhman Troy Luhman DiffM 175 256 0 07 Jan 2021
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 35 189 0 25 Jul 2020
Towards Recognizing Unseen Categories in Unseen Domains Massimiliano Mancini Zeynep Akata Elisa Ricci Barbara Caputo VLM 51 100 0 23 Jul 2020
Learning Disentangled Feature Representation for Hybrid-distorted Image Restoration Xin Li Xin Jin Jianxin Lin Tao Yu Sen Liu Yaojun Wu Wei Zhou Zhibo Chen 71 40 0 22 Jul 2020
Deep Domain-Adversarial Image Generation for Domain Generalisation Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 201 402 0 12 Mar 2020
Unsupervised Learning for Real-World Super-Resolution Andreas Lugmayr Martin Danelljan Radu Timofte SSL SupR 118 167 0 20 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 203 19,191 0 21 Nov 2016
Deep Joint Rain Detection and Removal from a Single Image Wenhan Yang R. Tan Jiashi Feng Jiaying Liu Zongming Guo Shuicheng Yan 117 882 0 25 Sep 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 219 2,391 0 25 Jan 2016
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 279 39,083 0 01 Sep 2014