Image Restoration Diffusion Diffusion Models

Diffusion-based methods for restoring degraded images (deblurring, denoising, inpainting, artifact removal, underwater/medical imaging). Does NOT include general image generation, style transfer, or image-to-image translation without restoration objectives.

There are 33 image restoration diffusion models tracked. The highest-rated is devzhk/InverseBench at 49/100 with 105 stars.

Get all 33 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=diffusion&subcategory=image-restoration-diffusion&limit=20"

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#	Model	Score	Tier	Stars	Language
1	devzhk/InverseBench InverseBench (ICLR 2025 spotlight)	49	Emerging	105	Python
2	guyyariv/DyPE Official implementation for "DyPE: Dynamic Position Extrapolation for Ultra...	49	Emerging	344	Python
3	wyhuai/DDNM [ICLR 2023 Oral] Zero-Shot Image Restoration Using Denoising Diffusion...	44	Emerging	1,331	Python
4	bahjat-kawar/ddrm [NeurIPS 2022] Denoising Diffusion Restoration Models -- Official Code Repository	44	Emerging	663	Python
5	yuanzhi-zhu/DiffPIR "Denoising Diffusion Models for Plug-and-Play Image Restoration", Yuanzhi...	43	Emerging	495	Python
6	Algolzw/image-restoration-sde Image Restoration with Mean-Reverting Stochastic Differential Equations,...	42	Emerging	704	Python
7	JunlinHan/CWR Code and dataset for Single Underwater Image Restoration by Contrastive...	41	Emerging	90	Python
8	zhangyi-3/UCDIR A Unified Conditional Framework for Diffusion-based Image Restoration	39	Emerging	94	Python
9	SQD1/RESTORE-DiT [RSE 2025] RESTORE-DiT: Reliable satellite image time series reconstruction...	38	Emerging	54	Python
10	zhang-zx/SINE This respository contains the code for the CVPR 2023 paper SINE: SINgle...	36	Emerging	190	Python
11	sangyun884/blur-diffusion Official PyTorch implementation of the paper Progressive Deblurring of...	36	Emerging	156	Python
12	StanfordMIMI/DDM2 [ICLR2023] Official repository of DDM2: Self-Supervised Diffusion MRI...	35	Emerging	190	Python
13	pagraf/Sea-Undistort Quick start guide for benchmarking Sea-Undistort in through-water high...	34	Emerging	4	Python
14	ksasso1028/indi-debanding Image Debanding using Inversion by Direct Iteration	33	Emerging	6	Python
15	FutureXiang/ddae [ICCV 2023 Oral] Official Implementation of "Denoising Diffusion...	33	Emerging	183	Python
16	egshkim/ConditionalBBDM-for-VHR-SAR-to-Optical The official implementation of Conditional Brownian Bridge Diffusion Model...	32	Emerging	28	Python
17	BlindDPS/blind-dps An official pytorch implementation of "Parallel Diffusion Model of Operator...	32	Emerging	129	Python
18	garibida/ReNoise-Inversion Officail Implementation for "ReNoise: Real Image Inversion Through Iterative Noising"	27	Experimental	262	Python
19	FlowDPS-Inverse/FlowDPS [ICCV2025] Official repository of "FlowDPS: Flow-Driven Posterior Sampling...	25	Experimental	58	Python
20	yuanzhi-zhu/OFTSR [ICLR2026] "OFTSR: One-Step Flow for Image Super-Resolution with Tunable...	25	Experimental	39	Python
21	vinesmsuic/ipainter-diffusion Official Code for "Intelligent Painter: Picture Composition With Resampling...	22	Experimental	17	Python
22	MECLabTUDA/HARP Repository for Histopathological Artifact Restoration Pipeline	21	Experimental	9	Python
23	MohammadSadeghSalehi/diffusion-inverse-problems Diffusion-based image restoration & inverse problems; implementations of...	21	Experimental	5	Jupyter Notebook
24	METU-SPACE-Lab/prNet-for-Phase-Retrieval prNet paper, official implementation. Phase Retrieval via Stochastic Refinement	21	Experimental	3	Jupyter Notebook
25	METU-SPACE-Lab/I2I-PR-for-Phase-Retrieval I2I-PR paper, official implementation. Phase retrieval with image-to-image...	20	Experimental	2	Jupyter Notebook
26	macvincent/Performant-Image-Deblurring-with-Convolution-and-Diffusion Our method utilizes convolution and probabilistic diffusion models to...	18	Experimental	2	Python
27	ShambaC/SAR-Image-Colorisation SAR to Optical Image translation using Latent Diffusion Model	18	Experimental	1	Python
28	gbymat/DiffHDR-pytorch This is the official PyTorch implementation for DiffHDR: Towards...	18	Experimental	21	Python
29	alobashev/fbm-inpainting-benchmark Implementation of NeurIPS 2024 ML4Physics workshop paper "fBm-Based...	17	Experimental	4	Jupyter Notebook
30	cdluminate/UniRes UniRes: Universal Image Restoration for Complex Degradations, ICCV 2025	14	Experimental	1	—
31	ddz16/UIEDP This repository provides offical Pytorch implementation of the paper "UIEDP:...	14	Experimental	15	Python
32	MrRezaeiUofT/IDFF Implicit Dynamical Flow Fusion (IDFF) for Generative Modeling	12	Experimental	2	Python
33	FormerOR/DIffImageRecon 基于PyQt5实现的程序，实现图片添加噪音并利用DiffusionModel进行图像恢复的功能	12	Experimental	5	Python