Medical Image Diffusion Diffusion Models

Diffusion models applied to medical imaging tasks including segmentation, synthesis, generation, and disease progression modeling of brain MRI, tumors, and histopathology. Does NOT include general medical AI, non-diffusion medical image processing, or non-medical image applications.

There are 40 medical image diffusion models tracked. The highest-rated is ge-xing/Diff-UNet at 37/100 with 192 stars.

Get all 40 projects as JSON

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# Model Score Tier
1 ge-xing/Diff-UNet

Diff-UNet: A Diffusion Embedded Network for Volumetric Segmentation. (using...

37
Emerging
2 LemuelPuglisi/BrLP

[MICCAI, 2024] (Oral, RU @ MedIA Best Paper Award) Official implementation...

36
Emerging
3 sandialabs/pvcracks

Si-PV cell crack image recognition, modeling, and power loss prediction

35
Emerging
4 GabrieleLozupone/LDAE

Official PyTorch implementation of "Latent Diffusion Autoencoders: Toward...

35
Emerging
5 Warvito/generative_chestxray

Repository to train Latent Diffusion Models on Chest X-ray data (MIMIC-CXR)...

32
Emerging
6 jwmao1/MedSegFactory

[ICCV 2025] MedSegFactory: Text-Guided Generation of Medical Image-Mask Pairs

32
Emerging
7 sauravdosi/mediffuse

Imagine converting a CT scan into a photorealistic MRI—and back again—in...

31
Emerging
8 GlastonburyGroup/ImLatent

Deep learning pipeline to obtain latent representation from images using 2D...

31
Emerging
9 Hejrati/cDAL

Conditional diffusion model with spatial attention and latent embedding for...

28
Experimental
10 brAIn-science/CoCoLIT

[AAAI, 2026] Official implementation of "CoCoLIT: ControlNet-Conditioned...

27
Experimental
11 ZhngQ1/Measuring-Noise-Level-Dependence-in-Conditional-Image-Generation

Quantitative framework for measuring how conditioning effectiveness varies...

27
Experimental
12 gudaochangsheng/MaskUnet

[CVPR 2025] Official PyTorch implementation of Not All Parameters Matter:...

25
Experimental
13 alawryaguila/CondDiff

Pytorch code for "Conditional diffusion models for guided anomaly detection...

25
Experimental
14 0xallam/BrainLens

Image Reconstruction from Brain fMRI imaging using Diffusion Models

25
Experimental
15 jonasricker/aeroblade

[CVPR2024] AEROBLADE: Training-Free Detection of Latent Diffusion Images...

24
Experimental
16 haoningwu3639/MRGen

[ICCV 2025] MRGen: Segmentation Data Engine for Underrepresented MRI Modalities

24
Experimental
17 GlastonburyGroup/CardiacDiffAE_GWAS

Official code for the paper "Unsupervised cardiac MRI phenotyping with 3D...

23
Experimental
18 FabianFalck/unet-design

Official PyTorch implementation of "A Unified Framework for U-Net Design and...

23
Experimental
19 junjie-shentu/CXR-IRGen

Implementation of the paper "CXR-IRGen: An Integrated Vision and Language...

22
Experimental
20 TIO-IKIM/PhaseGen

PhaseGen - Generate MRI raw data based on magnitudinal data

22
Experimental
21 AIM-KannLab/pediatric-brain-age

Code for paper "Diffusion Deep Learning for Brain Age Prediction and...

21
Experimental
22 PatrickSVM/Diffusion-Models-for-Brain-Tumor-MRI-Scans

Training of Noise-to-Image Diffusion Model on Multi-Channel Brain Tumor MRI Scans.

20
Experimental
23 jhuldr/USB

Unified Synthetic Brain Framework for Bidirectional Pathology–Healthy...

20
Experimental
24 faildeny/debiasing-cardiac-mri

Code repository for paper: Fairness-Aware Data Augmentation for Cardiac MRI...

19
Experimental
25 lyle-mlengineer/savannafaces

A web service for generating authentic looking kenyan faces.

19
Experimental
26 WenhaoYuan337/EMcopilot

Related codes for Generative learning of morphological and contrast...

19
Experimental
27 isno0907/LDMAE

Latent Diffusion Models with Masked AutoEncoders (LDMAE) official code

18
Experimental
28 kunzhan/BrainGuard

AAAI 2025 (Oral), BrainGuard: Privacy-Preserving Multisubject Image...

17
Experimental
29 gmongaras/Latent_Diffusion_Model_Imagenet2012

A latent flow-based diffusion model trained on the 2012 ImageNet dataset...

16
Experimental
30 reshalfahsi/medical-image-generation

Medical Image Generation Using Diffusion Model

16
Experimental
31 Parth-nXp/BrainDiffU-Net

A decentralized, diffusion-based U-Net framework for privacy-preserving...

15
Experimental
32 SeyedMuhammadHosseinMousavi/Synthetic-Data-Generation-Algorithms

Synthetic Data Generation Algorithms (VAE-GAN-Diffusion Model-LSTM-Copula)

14
Experimental
33 risc-mi/braintumor-ddpm

Using learned visual representations from diffusion models for brain tumor...

12
Experimental
34 pbarbarant/fmri2image_alignment

A package for fMRI to image reconstruction using functional alignment

12
Experimental
35 yXiangXiong/MR-Brainstem-Glioma-Synthesis

ISMRM 2022 Abstract. A multi-task generative network for simultaneous...

12
Experimental
36 anto18671/fairface-diffusion

A diffusion model trained on FairFace with discrete conditioning on age,...

12
Experimental
37 meanderinghuman/DiffuKnee

A PyTorch implementation of a diffusion-model + U-Net pipeline for automated...

12
Experimental
38 federicobrancasi/neural-anomaly-metric-paper

Anomaly detection approach for quality assessment of quantized diffusion...

11
Experimental
39 raghuveerbhat/BrightFieldDiffusion

Predicting major subcellular structures from a single input transmitted...

11
Experimental
40 Zenchiyu/diffusion

Deep Learning Project on Diffusion Models for Image Generation

10
Experimental