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Purpose: We aim to provide a summary of diffusion model-based image processing, including restoration, enhancement, coding, and quality assessment. More papers will be summarized.

Xin Li, Yulin Ren, Xin Jin, Cuiling Lan, Xingrui Wang, Wenjun Zeng, Xinchao Wang, Zhibo Chen

University of Science and Technology of China (USTC), National University of Singapore (NUS), Microsoft Research Asia (MSRA), Eastern Institute of Technology (EIT)

Brief intro: The survey for diffusion model-based IR has been released.

arXiv Tutorial PPT for VCIP2024 visitors

🔖 News!!!

  • 2023-09-19: Updated new related works before 15/09/2023 in this GitHub.
  • 2023-11-24: Updated new related works before 10/11/2023 in this GitHub.
  • 2023-12-25: Updated new related works before 25/12/2023 in this GitHub.
  • 2024-01-25: Updated new related works before 25/01/2024 in this GitHub.
  • 2024-03-25: Updated new related works before 25/03/2024 in this GitHub.
  • 2024-04-25: Updated new related works before 25/04/2024 in this GitHub.
  • 2024-06-25: Updated new related works before 25/06/2024 in this GitHub.
  • 2024-08-25: Updated new related works before 25/08/2024 in this GitHub.
  • 2024-10-25: Updated new related works before 25/10/2024 in this GitHub.
  • 2024-12-25: Updated new related works before 25/12/2024 in this GitHub.

📌 About new works. If you want to incorporate your studies (e.g., the link of paper or project) on diffusion model-based image processing in this repository. Welcome to raise an issue or email us. We will incorporate it into this repository and our survey report as soon as possible.

🌟 Features

  • Survey for diffusion model-based Image Restoration (Arxiv version is released)
  • Summary for diffusion model-based Image/Video Compression
  • Summary for diffusion model-based Quality Assessment

Diffusion model-based Image Restoration/Enhancement

Table of contents

Image Super-Resolution

Models Paper First Author Training Way Venue Topic Project
SR3 Image super-resolution via iterative refinement Chitwan Saharia Supervised TPAMI2022 Super-resolution Stars
SRDiff SRDiff: Single Image Super-Resolution with Diffusion Probabilistic Models Haoying Li Supervised Neurocomputing 2022 Super-resolution Stars
SDE-SR Face super-resolution using stochastic differential equations Marcelo dos Santos Supervised SIBGRAPI 2022 Super-resolution Stars
IDM Implicit diffusion models for continuous super-resolution Sicheng Gao Supervised CVPR2023 Super-resolution Stars
PromptSR Image Super-Resolution with Text Prompt Diffusion Zheng Chen Supervised Preprint'23 Super-resolution Stars
DiffIR DiffIR: Efficient diffusion model for image restoration Bin Xia Supervised ICCV 2023 Super-resolution Stars
CDM Cascaded Diffusion Models for High Fidelity Image Generation Jonathan Ho Supervised J.Mach.Learn.Res 2022 Super-resolution
StableSR Exploiting diffusion prior for real-world image super-resolution Jianyi Wang Supervised Preprint'23 Real-World Super-resolution Stars
ResShift ResShift: Efficient Diffusion Model for Image Super-resolution by Residual Shifting Zongsheng Yue Supervised NeurIPS 2023 Real-World Super-resolution Stars
DFOSD Distillation-Free One-Step Diffusion for Real-World Image Super-Resolution Jianze Li Supervised Preprint'24 Real-World Super-resolution Stars
ECDP Efficient Conditional Diffusion Model with Probability Flow Sampling for Image Super-resolution Yutao Yuan Supervised AAAI 2024 Super-resolution Stars
SinSR SinSR: Diffusion-Based Image Super-Resolution in a Single Step Yufei Wang Supervised CVPR 2024 Real-World Super-resolution Stars
TextDiff TextDiff: Mask-Guided Residual Diffusion Models for Scene Text Image Super-Resolution Baolin Liu Supervised Preprint'23 Super-resolution Stars
PASD Pixel-Aware Stable Diffusion for Realistic Image Super-resolution and Personalized Stylization Tao Yang Supervised Preprint'23 Super-resolution Stars
CCSR Improving the Stability of Diffusion Models for Content Consistent Super-Resolution Lingchen Sun Supervised Preprint'23 Super-resolution Stars
EDiffSR EDiffSR: An Efficient Diffusion Probabilistic Model for Remote Sensing Image Super-Resolution Yi Xiao Supervised IEEE TGRS Super-resolution Stars
SeeSR SeeSR: Towards Semantics-Aware Real-World Image Super-Resolution Rongyuan Wu Supervised Preprint'23 Super-resolution Stars
CoSeR CoSeR: Bridging Image and Language for Cognitive Super-Resolution Haoze Sun Supervised CVPR 2024 Super-resolution Stars
BI-DiffSR Binarized Diffusion Model for Image Super-Resolution Zheng Chen Supervised NeurIPS 2024 Super-resolution Stars
DoSSR Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs Qinpeng Cui Supervised NeurIPS 2024 Super-resolution Stars
DaLPSR DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-Resolution Aiwen Jiang Supervised Preprint'24 Super-resolution
FDDiff Frequency-Domain Refinement with Multiscale Diffusion for Super Resolution Xingjian Wang Supervised Preprint'24 Super-resolution
PartDiff PartDiff: Image Super-resolution with Partial Diffusion Models Kai Zhao Supervised Preprint'23 Super-resolution
DeeDSR DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable Diffusion Chunyang Bi Supervised Preprint'24 (Real-World) Super-resolution
TDDSR TDDSR: SINGLE-STEP DIFFUSION WITH TWO DISCRIMINATORS FOR SUPER RESOLUTION Sohwi Kim Supervised Preprint'24 Super-resolution
DiT-SR Effective Diffusion Transformer Architecture for Image Super-Resolution Kun Cheng Supervised Preprint'24 Super-resolution
SR3+ Denoising diffusion probabilistic models for robust image super-resolution in the wild Hshmat Sahak Supervised Preprint'23 (Real-World) Super-resolution
DKP A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-Resolution Zhixiong Yang Supervised CVPR 2024 (Real-World) Super-resolution Stars
Diwa Waving Goodbye to Low-Res: A Diffusion-Wavelet Approach for Image Super-Resolution Brian Moser Supervised Preprint'23 Super-resolution Stars
YODA YODA: You Only Diffuse Areas. An Area-Masked Diffusion Approach For Image Super-Resolution Brian B. Moser Supervised Preprint'23 Super-resolution
CDPMSR CDPMSR: Conditional Diffusion Probabilistic Models for Single Image Super-Resolution Axi Niu Supervised Preprint'23 Super-resolution
ACDPMSR ACDMSR: Accelerated Conditional Diffusion Models for Single Image Super-Resolution Axi Niu Supervised Preprint'23 Super-resolution
ResDiff ResDiff: Combining cnn and diffusion model for image superresolution Shuyao Shang Supervised Preprint'23 Super-resolution
OSEDiff One-Step Effective Diffusion Network for Real-World Image Super-Resolution Rongyuan Wu Supervised Preprint'24 Super-resolution
DiffTSR Diffusion-based Blind Text Image Super-Resolution Yuzhe Zhang Supervised CVPR 2024 Super-resolution
SAM-DiffSR SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution Chengcheng Wang Supervised Preprint'24 Super-resolution Stars
BlindDiff BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-Resolution Feng Li Supervised Preprint'24 Super-resolution Stars
XPSR XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution Yunpeng Qu Supervised Preprint'24 Super-resolution Stars
-- Text-guided Explorable Image Super-resolution Kanchana Vaishnavi Gandikota Zero-Shot Preprint'24 Super-resolution
-- Image Super-resolution Via Latent Diffusion: A Sampling-space Mixture Of Experts And Frequency-augmented Decoder Approach Feng Luo Supervised Preprint'23 Super-resolution Stars
-- Solving Diffusion ODEs with Optimal Boundary Conditions for Better Image Super-Resolution Yiyang Ma Supervised Preprint'23 Super-resolution

Image Restoration

Model Paper First Author Training Way Venue Topic Project
Palette Palette: Image-toimage diffusion models Chitwan Saharia Supervised SIGGRAPH 2022 Multi-task Restoration Stars
Refusion Refusion: Enabling large-size realistic image restoration with latent-space diffusion models Ziwei Luo Supervised CVPRW 2023 Multi-task Restoration Stars
SUPIR Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild Fanghua Yu Supervised CVPR 2024 Image Restoration Stars
Weather-Diff Restoring vision in adverse weather conditions with patch-based denoising diffusion models Ozan Özdenizci Supervised TPAMI2022 Multi-task Restoration Stars
IR-SDE Image Restoration with Mean-Reverting Stochastic Differential Equations Ziwei Luo Supervised ICML 2023 Multi-task Restoration Stars
DAVI Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems Sojin Lee Supervised ECCV 2024 Multi-task Restoration Stars
SUD^2 SUD ˆ2: Supervision by denoising diffusion models for image reconstruction Matthew A. Chan Supervised Preprint'23 Multi-task Restoration
InDI Inversion by direct iteration: An alternative to denoising diffusion for image restoration Mauricio Delbracio Supervised Preprint'22 Multi-task Restoration
AdaptBIR AdaptBIR: Adaptive Blind Image Restoration with latent diffusion prior for higher fidelity Yingqi Liu Supervised Pattern Recognition 24 Image Restoration
ILVR ILVR: Conditioning method for denoising diffusion probabilistic models Jooyoung Choi Zero-Shot ICCV2021 Image Restoration Stars
CCDF Come-closer-diffusefaster: Accelerating conditional diffusion models for inverse problems through stochastic contraction Hyungjin Chung Zero-Shot CVPR2022 Multi-task Restoration
SNIPS SNIPS: Solving noisy inverse problems stochastically Bahjat Kawa Zero-Shot NeurIPS 2021 Multi-task Restoration Stars
DDRM Denoising diffusion restoration models Bahjat Kawar Zero-Shot ICLR2022 Multi-task Restoration Stars
DDNM Zero-Shot image restoration using denoising diffusion null-space model Yinhuai Wang Zero-Shot ICLR2023 Multi-task Restoration Stars
DPS Diffusion Posterior Sampling for General Noisy Inverse Problems Hyungjin Chung Zero-Shot ICLR 2023 Multi-task Restoration Stars
DiffPIR Denoising diffusion models for plug-and-play image restoration Yuanzhi Zhu Zero-Shot CVPR 2023 Multi-task Restoration Stars
DPPS Diffusion Posterior Proximal Sampling for Image Restoration Hongjie Wu Zero-Shot ACMM 2024 Oral Multi-task Restoration Stars
DiracDiffusion DiracDiffusion: Denoising and incremental reconstruction with assured data-consistency Zalan Fabian Zero-Shot Preprint' 23 Multi-task Restoration
IIGDM Pseudoinverse-guided diffusion models for inverse problems Jiaming Song Zero-Shot ICLR 2023 Multi-task Restoration
GDP Generative diffusion prior for unified image restoration and enhancement Ben Fei Zero-Shot CVPR2023 Multi-task Restoration Stars
RED-Diff A variational perspective on solving inverse problems with diffusion models Morteza Mardani Zero-Shot PrePrint'23 Multi-task Restoration Stars
DeqIR Deep Equilibrium Diffusion Restoration with Parallel Sampling Jiezhang Cao Zero-Shot CVPR 2024 Multi-task Restoration Stars
SaFaRI Spatial-and-Frequency-aware Restoration method for Images based on Diffusion Models Kyungsung Lee Zero-Shot PrePrint'24 Multi-task Restoration
OmniSSR OmniSSR: Zero-Shot Omnidirectional Image Super-Resolution using Stable Diffusion Model Runyi Li Zero-Shot Preprint'24 Blind Restoration
DriftRec DriftRec: Adapting diffusion models to blind image restoration tasks Simon Welker Supervised Preprint'22 Blind Restoration
DR2 DR2: Diffusion-based robust degradation remover for blind face restoration Zhixin Wang Zero-Shot CVPR2023 Blind Face Restoration Stars
PFStorer PFStorer: Personalized Face Restoration and Super-Resolution Tuomas Varanka Supervised Preprint'24 Blind Face Restoration
DiffBFR DiffBFR: Bootstrapping diffusion model towards blind face restoration Xinmin Qiu Supervised Preprint'23 Blind Face Restoration
DifFace DifFace: Blind face restoration with diffused error contraction Zongsheng Yu Zero-Shot PrePrint'23 Blind Restoration Stars
-- Towards Unsupervised Blind Face Restoration using Diffusion Prior Tianshu Kuai Supervised PrePrint'24 Blind Restoration
GibbsDDRM GibbsDDRM: A partially collapsed gibbs sampler for solving blind inverse problems with denoising diffusion restoration Naoki Murata Zero-Shot ICML 2023 Blind Restoration Stars
ADIR ADIR: Adaptive diffusion for image reconstruction Shady Abu-Hussein Zero-Shot PrePrint'22 Blind Restoration
PSLD Solving Linear Inverse Problems Provably via Posterior Sampling with Latent Diffusion Models Litu Rout Zero-Shot PrePrint'23 Image Restoration Stars
IDM Towards Authentic Face Restoration with Iterative Diffusion Models and Beyond Yang Zhao Supervised ICCV 2023 Face Restoration
DiffBIR DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior Xinqi Lin Supervised Preprint' 2023 Image Restoration Stars
RDDM Residual Denoising Diffusion Models Jiawei Liu Supervised Preprint' 2023 Image Restoration Stars
C2F-DFT Learning A Coarse-to-Fine Diffusion Transformer for Image Restoration Liyan Wang Supervised Preprint' 2023 Image Restoration Stars
Diff-Plugin Diff-Plugin: Revitalizing Details for Diffusion-based Low-level tasks Yuhao Liu Supervised CVPR 2024 All-in-one Restoration Stars
DDPG Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance Tomer Garber Zero-Shot CVPR 2024 Image Restoration Stars
DiffUIR Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model Dian Zheng Supervised CVPR 2024 Image Restoration Stars
DMPlug DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models Hengkang Wang Supervised NeurIPS 2024 Image Restoration Stars
MPerceiver Multimodal Prompt Perceiver: Empower Adaptiveness, Generalizability and Fidelity for All-in-One Image Restoration Yuang Ai Supervised CVPR 2024 All-in-one Restoration
MCGdiff Monte Carlo guided Diffusion for Bayesian linear inverse problems Gabriel Cardoso Zero-Shot Preprint' 2023 Image Restoration
PromptFix PromptFix: You Prompt and We Fix the Photo Yongsheng Yu Supervised Preprint' 2024 Image Restoration Stars
AutoDIR AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion Yitong Jiang Supervised Preprint' 2023 Image Restoration
DiffLoss Using diffusion model as constraint: Empower Image Restoration Network Training with Diffusion Model Jiangtong Tan Supervised Preprint' 2024 Image Restoration
ZeroAIR Exploiting Diffusion Priors for All-in-One Image Restoration Yuanbiao Gou Supervised Preprint' 2023 Image Restoration
FastDiffusionEM Fast Diffusion EM: a diffusion model for blind inverse problems with application to deconvolution Charles Laroche Supervised WACV 2024 Blind Image Restoration
P2L PROMPT-TUNING LATENT DIFFUSION MODELS FOR INVERSE PROBLEMS Hyungjin Chung Supervised Preprint' 2023 Image Restoration
JCDM Joint Conditional Diffusion Model for Image Restoration with Mixed Degradations Yufeng Yue Supervised Preprint' 2024 Image Restoration
DACLIP-IR Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models Ziwei Luo Supervised Preprint' 2024 Image Restoration Stars
MoE-DiffIR MoE-DiffIR: Task-customized Diffusion Priors for Universal Compressed Image Restoration Yulin Ren Supervised ECCV 2024 Image Restoration Stars
Noise-DA Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration Kang Liao Supervised Preprint' 2024 Image Restoration Stars
T^3^-DiffWeather Teaching Tailored to Talent: Adverse Weather Restoration via Prompt Pool and Depth-Anything Constraint Sixiang Chen Supervised ECCV 2024 Adverse Weather Restoration Stars
ReviveDiff ReviveDiff: A Universal Diffusion Model for Restoring Images in Adverse Weather Conditions Wenfeng Huang Supervised Preprint' 24 Adverse Weather Restoration
Diff-Restorer Diff-Restorer: Unleashing Visual Prompts for Diffusion-based Universal Image Restoration Yuhong Zhang Supervised Preprint' 2024 Image Restoration
-- Diffusion Posterior Proximal Sampling for Image Restoration Hongjie Wu Zero-Shot Preprint'24 Multi-task Restoration
-- Multiscale Structure Guided Diffusion for Image Deblurring Mengwei Ren Supervised Preprint'22 Blind Restoration
-- Synthesizing realistic image restoration training pairs: A diffusion approach Tao Yang Supervised Preprint'22 Blind Restoration

Image Inpainting

Model Paper First Author Training Way Venue Topic Project
RePaint RePaint: Inpainting using denoising diffusion probabilistic models Andreas Lugmayr Zero-Shot CVPR2022 Image Inpainting Stars
CoPaint Towards coherent image inpainting using denoising diffusion implicit models Guanhua Zhang Zero-Shot PrePrint'23 Image Inpainting Stars
PVA Personalized Face Inpainting with Diffusion Models by Parallel Visual Attention Jianjin Xu Zero-Shot PrePrint'23 Image Inpainting

Image Shadow Removal

Model Paper First Author Training Way Venue Topic Project
BCDiff Boundary-Aware Divide and Conquer: A Diffusion-based Solution for Unsupervised Shadow Removal Lanqing Guo Unsupervised ICCV 2023 Image Shadow Removal
ShadowDiffusion Shadowdiffusion: When degradation prior meets diffusion model for shadow removal Lanqing Guo Supervised CVPR2023 Image Shadow Removal Stars
DeS3 DeS3: Attention-driven Self and Soft Shadow Removal using ViT Similarity and Color Convergence Yeying Jin Supervised AAAI'24 Image Shadow Removal Stars
Diff-Shadow Diff-Shadow: Global-guided Diffusion Model for Shadow Removal Jinting Luo Supervised Preprint'24 Image Shadow Removal
LFG-Diffusion Latent Feature-Guided Diffusion Models for Shadow Removal Kangfu Mei Supervised WACV 2024 Image Shadow Removal
Deshadow-Anything Deshadow-Anything: When Segment Anything Model Meets Zero-Shot shadow removal Xiao Feng Zhang Supervised Preprint'23 Image Shadow Removal

Image Denoising

Paper First Author Training Way Venue Topic Project
Diffusion model for generative image denoising Yutong Xie Supervised Preprint'23 Image Denoising
Score-Based Diffusion Models as Principled Priors for Inverse Imaging Berthy T. Feng Zero-Shot ICCV 2023 Image Denoising, Image Deblurring Stars
Real-World Denoising via Diffusion Model Cheng Yang Supervised PrePrint'23 Image Denoising

Image Dehazing

Model Paper First Author Training Way Venue Topic Project
HazeDDPM High-quality Image Dehazing with Diffusion Model Hu Yu Supervised Preprint'23 Image Dehazing
-- Frequency Compensated Diffusion Model for Real-scene Dehazing Jing Wang Supervised Preprint'23 Image Dehazing

Image Deblurring

Paper First Author Training Way Venue Topic Project
Deblurring via stochastic refinement Jay Whang Supervised CVPR2022 Image Deblurring
Score-Based Diffusion Models as Principled Priors for Inverse Imaging Berthy T. Feng Zero-Shot ICCV 2023 Image Denoising, Image Deblurring Stars
BlindDPS:Parallel diffusion models of operator and image for blind inverse problems Hyungjin Chung Zero-Shot CVPR2023 Blind Deblurring Stars
HI-Diff:Hierarchical Integration Diffusion Model for Realistic Image Deblurring Zheng Chen Supervised Prepreint'23 Image Deblurring Stars
Swintormer:Efficient Image Deblurring Networks based on Diffusion Models Kang Chen Supervised Prepreint'24 Image Deblurring Stars

Medical Restoration (MRI,CT)

Model Paper First Author Training Way Venue Topic Project
MCG Improving diffusion models for inverse problems using manifold constraints Hyungjin Chung Zero-Shot NeurIPS 2022 CT Reconstruction Stars
-- Solving inverse problems in medical imaging with score-based generative models Yang Song Zero-Shot ICLR 2022 CT Reconstruction
AdaDiff Adaptive diffusion priors for accelerated mri reconstruction Alper Güngör Supervised Preprint'23 MRI Reconstruction Stars
HFS-SDE High-Frequency Space Diffusion Models for Accelerated MRI Chentao Cao Supervised Preprint'22 MRI Reconstruction
SWORD Stage-by-stage Wavelet Optimization Refinement Diffusion Model for Sparse-View CT Reconstruction Kai Xu Supervised Preprint'23 MRI Reconstruction Stars
FDB Learning Fourier-Constrained Diffusion Bridges for MRI Reconstruction Muhammad U. Mirza Supervised Preprint'23 MRI Reconstruction Stars

Low-Light Enchancement

Model Paper First Author Training Way Venue Topic Project
PyDiff Pyramid Diffusion Models For Low-light Image Enhancement Dewei Zhou Supervised Preprint'23 Low-light Enhancemnent Stars
LightenDiffusion LightenDiffusion: Unsupervised Low-Light Image Enhancement with Latent-Retinex Diffusion Models Hai Jiang Supervised ECCV 2024 Low-light Enhancemnent Stars
DiffLL Lowlight image enhancement with wavelet-based diffusion models Hai Jiang Supervised Preprint'23 Low-light Enhancemnent Stars
ExploreDiffusion ExposureDiffusion: Learning to Expose for Low-light Image Enhancement Yufei Wang Supervised ICCV 2023 Low-light Enhancemnent Stars
Diff-Retinex Rethinking Low-light Image Enhancement with A Generative Diffusion Model Xunpeng Yi Supervised ICCV 2023 Low-light Enhancemnent
CLE Diffusion CLE Diffusion: Controllable Light Enhancement Diffusion Model Yuyang Yin Supervised Preprint'23 Low-light Enhancemnent Stars
DiffLLE DiffLLE: Diffusion-guided Domain Calibration for Unsupervised Low-light Image Enhancement Shuzhou Yang Supervised Preprint'23 Low-light Enhancemnent
LLDiffusion LLDiffusion: Learning Degradation Representations in Diffusion Models for Low-Light Image Enhancement Tao Wang Supervised Preprint'23 Low-light Enhancemnent Stars
Entropy-SDE Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image Enhancement Wenyi Lian Supervised CVPRW 2024 Low-light Enhancemnent Stars

Other tasks

Model Paper First Author Training Way Venue Topic Project
RainDiffusion RainDiffusion: When Unsupervised Learning Meets Diffusion Models for Real-world Image Deraining Mingqiang Wei Supervised Preprint'23 Image Deraining
GaussianSR GaussianSR: 3D Gaussian Super-Resolution with 2D Diffusion Priors Xiqian Yu Supervised Preprint'24 3D Gaussian Super-resolution
DIffSteISR DIffSteISR: Harnessing Diffusion Prior for Superior Real-world Stereo Image Super-Resolution Yuanbo Zhou Supervised Preprint'24 Stereo Image Super-Resolution
DiffGAR DiffGAR: Model-agnostic restoration from generative artifacts using image-to-image diffusion models Yueqin Yin Supervised Preprint'22 Generative Artifacts Removal
HSR-Diff HSR-Diff: Hyperspectral Image Super-Resolution via Conditional Diffusion Models Chanyue Wu Supervised Preprint'23 hyperspectral images super-resolution
DMGASR Enhancing Hyperspectral Images via Diffusion Model and Group-Autoencoder Super-resolution Network Zhaoyang Wang Supervised Preprint'24 hyperspectral images super-resolution
DRUS Ultrasound Image Reconstruction with Denoising Diffusion Restoration Models Yuxin Zhang Zero-Shot Preprint'23 Ultrasound Image Reconstruction Stars
PromptRR PromptRR: Diffusion Models as Prompt Generators for Single Image Reflection Removal Tao Wang Supervised Preprint'24 Image Reflection Removal
-- Jpeg artifact correction using denoising diffusion restoration models Bahjat Kawar Zero-Shot NeurIPS 2022 JPEG Artifacts Removal Stars
-- Improved Diffusion-based Image Colorization via Piggybacked Models Hanyuan Liu Zero-Shot PrePrint'23 Image Colorization Stars

Benchmark Datasets

Dataset Task Usage Year
DIV2K Image Super-resolution Training,Testing 2017
Flickr2K Image Super-resolution Training 2017
Set5 Image Super-resolution Testing 2012
Set14 Image Super-resolution Testing 2012
BSD100 Image Super-resolution Testing 2012
Manga109 Image Super-resolution Testing 2015
Urban100 Image Super-resolution Testing 2015
OST300 Image Super-resolution Testing 2018
DIV8K Image Super-resolution Training,Testing 2019
RealSR Image Super-resolution Training,Testing 2019
DRealSR Image Super-resolution Training,Testing 2020
GoPro Image Deblurring Training,Testing 2017
HIDE Image Deblurring Training,Testing 2019
RealBlur Image Deblurring Training,Testing 2020
Kodak Image Denoising Testing 1999
CBSD68 Image Denoising Testing 2001
McMaster Image Denoising Testing 2011
ImageNet Image Classification Training,Testing 2010
ImageNet1k Image Classification Testing 2020
LSUN Image Classification Training,Testing 2015
Places365 Image Classification Training,Testing 2019
LFW Face Generation Training 2008
FFHQ Face Generation Training 2019
Celeba-HQ Face Generation Training 2018
AFHQ Face Generation Training 2020
CelebA Face Generation Training 2015
ISTD Image Shadow Removal Training,Testing 2018
SRD Image Shadow Removal Training,Testing 2017
CSD Image Desnowing Training,Testing 2021
Snow100k Image Desnowing Training,Testing 2017
SRRS Image Desnowing Training,Testing 2020
RainDrop Image Deraining Training 2018
RainDropClarity Image Deraining Training,Testing 2024
Outdoor-Rain Image Deraining Training,Testing 2019
DDN-data Image Deraining Training,Testing 2017
SPA-data Image Deraining Training,Testing 2019
Rain100H Image Deraining Training,Testing 2017
Rain100L Image Deraining Training,Testing 2017
Haze-4K Image Dehazing Training 2021
Dense-Haze Image Dehazing Training 2019
RESIDE Image Dehazing Training 2019

Diffusion model-based Image/Video Compression

Model Paper First Author Venue Topic Project
DiffC Lossy Compression with Gaussian Diffusion Lucas Theisl Preprint'22 Lossy Image Compression
CDC Lossy Image Compression with Conditional Diffusion Models Ruihan Yang NeurIPS 2023 Lossy Image Compression Stars
CorrDiff Correcting Diffusion-Based Perceptual Image Compression with Privileged End-to-End Decoder Yiyang Ma ICML 2024 Image Compression
I2VC I2VC: A Unified Framework for Intra- & Inter-frame Video Compression Meiqin Liu NeurIPS2024 submission Video Compression Stars
DiffEIC Towards Extreme Image Compression with Latent Feature Guidance and Diffusion Prior Zhiyuan Li IEEE TCSVT Lossy Image Compression
PSC Zero-Shot Image Compression with Diffusion-Based Posterior Sampling Noam Elata Preprint'24 Lossy Image Compression
DIRAC A Residual Diffusion Model for High Perceptual Quality Codec Augmentation Noor Fathima Ghouse Preprint'23 Image Compression
HFD High-Fidelity Image Compression with Score-based Generative Models Emiel Hoogeboom Preprint'23 Lossy Image Compression
PerCo Towards image compression with perfect realism at ultra-low bitrates Marl` ene Careil ICLR 2024 Lossy Image Compression
PIC Text + Sketch: Image Compression at Ultra Low Rates Eric Lei ICML 2023 workshop  Lossy Image Compression
Idempotence and Perceptual Image Compression Tongda Xu ICLR2024 Lossy Image Compression Stars
-- Lossy Image Compression with Foundation Diffusion Models Lucas Relic Preprint'24 Image Compression
-- Extreme Generative Image Compression by Learning Text Embedding from Diffusion Models Zhihong Pan Preprint'22 Image Compression

Diffusion model-based Image/Video quality assessment

Model Paper First Author Venue Topic Project
DifFIQA DifFIQA: Face Image Quality Assessment Using Denoising Diffusion Probabilistic Models Žiga Babnik Preprint'23 Image quality assessment Stars
PFD-IQA Feature Denoising Diffusion Model for Blind Image Quality Assessment Xudong Li Preprint'24 Image quality assessment
DP-IQA DP-IQA: Utilizing Diffusion Prior for Blind Image Quality Assessment in the Wild Honghao Fu Preprint'24 Image quality assessment Stars
GenzIQA GenzIQA: Generalized Image Quality Assessment using Prompt-Guided Latent Diffusion Models Diptanu De Preprint'24 Image quality assessment
DiffV2IQA Diffusion Model Based Visual Compensation Guidance and Visual Difference Analysis for No-Reference Image Quality Assessment Zhaoyang Wang Preprint'24 Image quality assessment

Cite US

If this work is helpful to you, we expect you can cite this work and star this repo. Thanks.

@article{li2023diffusion,
  title={Diffusion Models for Image Restoration and Enhancement--A Comprehensive Survey},
  author={Li, Xin and Ren, Yulin and Jin, Xin and Lan, Cuiling and Wang, Xingrui and Zeng, Wenjun and Wang, Xinchao and Chen, Zhibo},
  journal={arXiv preprint arXiv:2308.09388},
  year={2023}
}

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