Diffusion Model Frameworks Generative AI Tools

Foundational frameworks and implementations for building, training, and experimenting with diffusion models across various architectures (DDPM, DDIM, score-based, energy-based). Does NOT include domain-specific applications (image generation, video synthesis, financial forecasting) or inference tools.

There are 54 diffusion model frameworks tools tracked. 1 score above 50 (established tier). The highest-rated is soran-ghaderi/torchebm at 54/100 with 81 stars.

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# Tool Score Tier
1 soran-ghaderi/torchebm

🍓 Build and train energy-based and diffusion models in PyTorch ⚡.

54
Established
2 spqb/adabmDCApy

Pytorch implementation of adabmDCA

49
Emerging
3 opendilab/GenerativeRL

Python library for solving reinforcement learning (RL) problems using...

46
Emerging
4 AstraZeneca/DiffAbXL

The official implementation of DiffAbXL benchmarked in the paper "Exploring...

39
Emerging
5 G-U-N/UniRL

a unified reinforcement learning toolbox for joint RL on language models and...

37
Emerging
6 kidist-amde/ddro

We introduce the direct document relevance optimization (DDRO) for training...

37
Emerging
7 GIST-CSBL/G2D-Diff

Official repository of the G2D-Diff

37
Emerging
8 SimoneFaraulo/Attribute-Guided-Face-Generation-A-Mamba-Diffusion-and-VAE-Framework

A comparative Generative AI framework for conditional face synthesis....

37
Emerging
9 zjowowen/GenerativeRL_Preview

Python library for solving reinforcement learning (RL) problems using...

36
Emerging
10 eashanadhikarla/DMLLIE

Diffusion Models For Low-Light Image Enhancement: A Multi-Perspective...

33
Emerging
11 rajoy99/keshik

Oversample class imbalanced tabular data by Denoising Diffusion...

33
Emerging
12 gy65896/Neptune-X

[NeurIPS 2025 Spotlight] Neptune-X: Active X-to-Maritime Generation for...

32
Emerging
13 spqb/adabmDCA

adabmDCA 2.0 – a flexible but easy-to-use package for Direct Coupling Analysis

31
Emerging
14 HySonLab/DiffPlace

DiffPlace: A Conditional Diffusion Framework for Simultaneous VLSI Placement...

31
Emerging
15 LarsDoorenbos/generate-spectra

Repository for "Galaxy spectroscopy without spectra: Galaxy properties from...

31
Emerging
16 bmwas/generativebrainapi

A microservice to expose a latent diffusion model for 3D Brain T1-weighted...

30
Emerging
17 manonpbart/Machine-Learning-for-Optical-Communication

Code for simulating higher order spatial modes in the presence of...

29
Experimental
18 ytakzk/generative_modelling_with_design_constraints

Reinforcement learning for furniture generation

28
Experimental
19 dutchcyclinglifestyle/dutchcyclinglifestyle

Develop a happier and healthier street with our cycling lifestyle.

28
Experimental
20 MhmdEsml/DDPM-Digital-Rock-Analysis

Generating synthetic carbonate and sandstone CT scan images by Denoising...

28
Experimental
21 novaia/ntg

Generative neural networks for 3D terrain.

27
Experimental
22 Y-Research-SBU/Ouroboros

Official Repository for Ouroboros - ICCV 2025

27
Experimental
23 giannisdaras/ambient-omni

[NeurIPS 2025, Spotlight]: Ambient-o: Training Good models with Bad Data.

24
Experimental
24 beneboeck/phy-inf-gen-mod-wireless

Source code of the Paper "Physics-Informed Generative Modeling of Wireless...

24
Experimental
25 caioazevedo-mdm/Hybrid_VFM_Slugging

Project developed for Flow Assurance in Oil & Gas. Generates synthetic...

23
Experimental
26 hhhaj/IlluminAI

This project aims to revolutionize how we understand and manipulate light in...

23
Experimental
27 ictlab-unict/not-with-my-name

This is an official implementation for "Not with my name! Inferring artists'...

22
Experimental
28 avitai/artifex

A research-focused modular generative modeling library built on JAX/Flax NNX

22
Experimental
29 ayushr6/sd-webui-automation

Easlisy generate images using a datasets/list of prompts, using the...

22
Experimental
30 danijar/fidjax

Frechet Inception Distance in JAX

21
Experimental
31 DanishjeetSingh/denoising_diffusion_models

PyTorch Implementation of Denoising Diffusion Probabilistic Models

21
Experimental
32 piedeboer96/ECG-Signal-Denoising

BSc Thesis: Conditional Diffusion Models for ECG Signal Denoising (June 2024)

21
Experimental
33 Way-Yuhao/WassDiff

A generative precipitation downscaling framework that models climate extremes.

21
Experimental
34 NITHISHM2410/latent-diffusion-tf

LDM using tensorflow.

20
Experimental
35 yxshee/generativeai

diffusion models

20
Experimental
36 darioShar/pytorch-md4

Pytorch Implementation of MD4: Simplified and Generalized Masked Diffusion...

20
Experimental
37 YaNgZhAnG-V5/minimalist_concept_erasure

[ICML25] Minimalist Concept Erasure in Generative Models

19
Experimental
38 adrian-baule/jumpAI

Implementation of a generative jump-diffusion model

19
Experimental
39 6DEADSHOT9/Potato-Diffusion

Potato Diffusion is a hands-on repository that demystifies diffusion models...

19
Experimental
40 StevenYuan666/Awesome-Diffusion-Models-for-NLP

📰 Must-read papers on Diffusion Models for Text Generation 🔥

19
Experimental
41 constantbourdrez/Probabilistic_forecasting_DART

This repo contains my non-sensitive scripts for my internship at Oxford...

18
Experimental
42 metric-space/diffusion-probabilistic-models-JAX

Jax + Equinox code reference for Deep Unsupervised Learning using...

18
Experimental
43 I-Halder/A-Solvable-Generative-Model-with-a-Linear-One-Step-Denoiser

[HiLD@ICML 2025] Memorization to generalization transition in diffusion models

17
Experimental
44 Huk-David/Diffusion-and-Flow-based-Copulas

This repository contains the code for "Diffusion and Flow-based Copulas:...

14
Experimental
45 2stacks/dd-creator

dd-creator is a Gradio and Python based diffusion model dataset creator. It...

14
Experimental
46 BoltzmannEntropy/DDPM

Book: The Art and Science of Diffusion Models in Generative AI

13
Experimental
47 minjaekimartist/Diffusion-Wavelet-Transformer

Diffusion-Wavelet-Transformer(DWT)

13
Experimental
48 SvenPfiffner/SkinMachine

SkinMachine, a simple UNet diffusion model to generate novel Minecraft skins...

11
Experimental
49 aidan-ferguson/autonomous-driving-gen-ai

Researching Generative AI for Autonomous Driving perception simulation

11
Experimental
50 Huk-David/Ratio-Copula

This repository contains the code for "Your copula is a classifier in...

11
Experimental
51 lilitpghs/decoding-innovation-dynamics-in-generative-ai

Analysis of Generative AI innovation dynamics using patent text mining and...

11
Experimental
52 Sid7on1/enhanced_csai_250815769v1_scenegen_single_image_3d_scene_generation_in_one_

AI-Generated Project:...

10
Experimental
53 afondiel/how-diffusion-models-work-crash-course-DLAI

Diffusion Models crash course with Pytorch from DeepLearningAI

10
Experimental
54 taegyeong-lee/Exploring-Diffusion-Models-for-Generative-Forecasting-of-Financial-Charts

Exploring Diffusion Models for Generative Forecasting of Financial Charts, arXiv

10
Experimental