diffusion-models

collection of diffusion model papers categorized by their subareas

PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

Helios: Real Real-Time Long Video Generation Model

Diffusion Models in Medical Imaging (Published in Medical Image Analysis Journal)

[NeurIPS 2025] Image editing is worth a single LoRA! 0.1% training data for fantastic image editing! Surpasses GPT-4o in ID persistence~ MoE ckpt released! Only 4GB VRAM is enough to run!

DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model. NeurIPS 2024 Spotlight.

Code repository for Zero123++: a Single Image to Consistent Multi-view Diffusion Base Model.

A reading list for large models safety, security, and privacy (including Awesome LLM Security, Safety, etc.).

Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)

[ICLR & NeurIPS 2025] Repository for Show-o series, One Single Transformer to Unify Multimodal Understanding and Generation.

Autoregressive Model Beats Diffusion: 🦙 Llama for Scalable Image Generation

OneDiff: An out-of-the-box acceleration library for diffusion models.

[ICCV 2023] Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Prior

Official code for "DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps" (Neurips 2022 Oral)

HunyuanVideo-I2V: A Customizable Image-to-Video Model based on HunyuanVideo

[ICLR 2025] CatVTON is a simple and efficient virtual try-on diffusion model with 1) Lightweight Network (899.06M parameters totally), 2) Parameter-Efficient Training (49.57M parameters trainable) and 3) Simplified Inference (< 8G VRAM for 1024X768 resolution).

[CVPR 2026] Towards Real-Time Diffusion-Based Streaming Video Super-Resolution — An efficient one-step diffusion framework for streaming VSR with locality-constrained sparse attention and a tiny conditional decoder.

Collecting awesome papers of RAG for AIGC. We propose a taxonomy of RAG foundations, enhancements, and applications in paper "Retrieval-Augmented Generation for AI-Generated Content: A Survey".

[ECCV 2024] The official implementation of paper "BrushNet: A Plug-and-Play Image Inpainting Model with Decomposed Dual-Branch Diffusion"

[ICLR'25 Oral] Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think

[NeurIPS 2023] ImageReward: Learning and Evaluating Human Preferences for Text-to-image Generation

MMaDA - Open-Sourced Multimodal Large Diffusion Language Models (dLLMs with block diffusion, mixed-CoT, unified RL)

A curated list of Diffusion Model in RL resources (continually updated)

[ACM MM 2025] FantasyTalking: Realistic Talking Portrait Generation via Coherent Motion Synthesis

[ICLR'24] Official PyTorch Implementation of Magic123: One Image to High-Quality 3D Object Generation Using Both 2D and 3D Diffusion Priors

Official implementation of "MIMO: Controllable Character Video Synthesis with Spatial Decomposed Modeling"

Implementation of DiffDock: Diffusion Steps, Twists, and Turns for Molecular Docking

The official code repository for the second edition of the O'Reilly book Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play.

High quality training free inpaint for every stable diffusion model. Supports ComfyUI

Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model