Awesome-diffusion-model-for-image-processing

Awesome-diffusion-model-for-image-processing

扩散模型在图像处理领域的最新进展与应用汇总

本项目汇总了扩散模型在图像处理领域的最新研究进展,涵盖图像复原、增强、编码和质量评估等方面。重点关注图像超分辨率、修复和去噪等任务,提供全面的调查报告和定期更新的研究成果。项目收录了大量相关开源代码和数据集资源,为研究人员提供了重要的参考信息。

扩散模型图像处理超分辨率图像复原深度学习Github开源项目
<p align="center"> <img src="./figures/framework.png" alt="image" style="width:1000px;"> </p>

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 visitors

:bookmark: 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.

📌 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

<!-- - [Survey paper](#survey-paper) - [Table of contents](#table-of-contents) --> <!-- - [Diffusion model for Image/video compression](#compression) --> <!-- - [Recommended Datasets](#recommended-datasets) - [All Datasets](#all-datasets) -->

Image Super-Resolution

ModelsPaperFirst AuthorTraining WayVenueTopicProject
SR3Image super-resolution via iterative refinementChitwan SahariaSupervisedTPAMI2022Super-resolutionStars
SRDiffSRDiff: Single Image Super-Resolution with Diffusion Probabilistic ModelsHaoying LiSupervisedNeurocomputing 2022Super-resolutionStars
SDE-SRFace super-resolution using stochastic differential equationsMarcelo dos SantosSupervisedSIBGRAPI 2022Super-resolutionStars
IDMImplicit diffusion models for continuous super-resolutionSicheng GaoSupervisedCVPR2023Super-resolutionStars
PromptSRImage Super-Resolution with Text Prompt DiffusionZheng ChenSupervisedPreprint'23Super-resolutionStars
DiffIRDiffIR: Efficient diffusion model for image restorationBin XiaSupervisedICCV 2023Super-resolutionStars
CDMCascaded Diffusion Models for High Fidelity Image GenerationJonathan HoSupervisedJ.Mach.Learn.Res 2022Super-resolution
StableSRExploiting diffusion prior for real-world image super-resolutionJianyi WangSupervisedPreprint'23Real-World Super-resolutionStars
ResShiftResShift: Efficient Diffusion Model for Image Super-resolution by Residual ShiftingZongsheng YueSupervisedNeurIPS 2023Real-World Super-resolutionStars
ECDPEfficient Conditional Diffusion Model with Probability Flow Sampling for Image Super-resolutionYutao YuanSupervisedAAAI 2024Super-resolutionStars
SinSRSinSR: Diffusion-Based Image Super-Resolution in a Single StepYufei WangSupervisedCVPR 2024Real-World Super-resolutionStars
TextDiffTextDiff: Mask-Guided Residual Diffusion Models for Scene Text Image Super-ResolutionBaolin LiuSupervisedPreprint'23Super-resolutionStars
PASDPixel-Aware Stable Diffusion for Realistic Image Super-resolution and Personalized StylizationTao YangSupervisedPreprint'23Super-resolutionStars
CCSRImproving the Stability of Diffusion Models for Content Consistent Super-ResolutionLingchen SunSupervisedPreprint'23Super-resolutionStars
EDiffSREDiffSR: An Efficient Diffusion Probabilistic Model for Remote Sensing Image Super-ResolutionYi XiaoSupervisedIEEE TGRSSuper-resolutionStars
SeeSRSeeSR: Towards Semantics-Aware Real-World Image Super-ResolutionRongyuan WuSupervisedPreprint'23Super-resolutionStars
CoSeRCoSeR: Bridging Image and Language for Cognitive Super-ResolutionHaoze SunSupervisedCVPR 2024Super-resolutionStars
BI-DiffSRBinarized Diffusion Model for Image Super-ResolutionZheng ChenSupervisedPreprint'24Super-resolutionStars
DaLPSRDaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionAiwen JiangSupervisedPreprint'24Super-resolution
FDDiffFrequency-Domain Refinement with Multiscale Diffusion for Super ResolutionXingjian WangSupervisedPreprint'24Super-resolution
PartDiffPartDiff: Image Super-resolution with Partial Diffusion ModelsKai ZhaoSupervisedPreprint'23Super-resolution
DeeDSRDeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable DiffusionChunyang BiSupervisedPreprint'24(Real-World) Super-resolution
SR3+Denoising diffusion probabilistic models for robust image super-resolution in the wildHshmat SahakSupervisedPreprint'23(Real-World) Super-resolution
DKPA Dynamic Kernel Prior Model for Unsupervised Blind Image Super-ResolutionZhixiong YangSupervisedCVPR 2024(Real-World) Super-resolutionStars
DiwaWaving Goodbye to Low-Res: A Diffusion-Wavelet Approach for Image Super-ResolutionBrian MoserSupervisedPreprint'23Super-resolutionStars
YODAYODA: You Only Diffuse Areas. An Area-Masked Diffusion Approach For Image Super-ResolutionBrian B. MoserSupervisedPreprint'23Super-resolution
CDPMSRCDPMSR: Conditional Diffusion Probabilistic Models for Single Image Super-ResolutionAxi NiuSupervisedPreprint'23Super-resolution
ACDPMSRACDMSR: Accelerated Conditional Diffusion Models for Single Image Super-ResolutionAxi NiuSupervisedPreprint'23Super-resolution
ResDiffResDiff: Combining cnn and diffusion model for image superresolutionShuyao ShangSupervisedPreprint'23Super-resolution
OSEDiffOne-Step Effective Diffusion Network for Real-World Image Super-ResolutionRongyuan WuSupervisedPreprint'24Super-resolution
DiffTSRDiffusion-based Blind Text Image Super-ResolutionYuzhe ZhangSupervisedCVPR 2024Super-resolution
SAM-DiffSRSAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-ResolutionChengcheng WangSupervisedPreprint'24Super-resolutionStars
BlindDiffBlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionFeng LiSupervisedPreprint'24Super-resolutionStars
XPSRXPSR: Cross-modal Priors for Diffusion-based Image Super-ResolutionYunpeng QuSupervisedPreprint'24Super-resolutionStars
--Text-guided Explorable Image Super-resolutionKanchana Vaishnavi GandikotaZero-shotPreprint'24

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