score-based-generative-modeling 开源项目推荐（51 个）

huggingface /diffusers

Diffusers：用于在 PyTorch 中进行图像、视频和音频生成的最先进扩散模型。

yang-song /score_sde_pytorch

通过随机方程实现基于分数的生成式建模的PyTorch实现（ICLR 2021，Oral）

yang-song /score_sde

通过随机方程进行基于分数的生成式建模的官方代码（ICLR 2021，Oral）

jmtomczak /intro_dgm

"Deep Generative Modeling": Introductory Examples

mbreuss /diffusion-literature-for-robotics

关于扩散模型的关键论文和博客总结，帮助你了解该主题。所有已发表的扩散机器人论文详细列表。

ermongroup /ncsn

Noise Conditional Score Networks (NeurIPS 2019, Oral)

ermongroup /ncsnv2

The official PyTorch implementation for NCSNv2 (NeurIPS 2020)

harryjo97 /GDSS

Official Code Repository for the paper "Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations" (ICML 2022)

sangyun884 /blur-diffusion

Official PyTorch implementation of the paper Progressive Deblurring of Diffusion Models for Coarse-to-Fine Image Synthesis.

yang-song /score_flow

Official code for "Maximum Likelihood Training of Score-Based Diffusion Models", NeurIPS 2021 (spotlight)

sangyun884 /Diffusion-Models-Seminar

该项目在 GitHub 上没有填写描述

DeepGraphLearning /DiffPack

Implementation of DiffPack: A Torsional Diffusion Model for Autoregressive Protein Side-Chain Packing

JonathanCrabbe /FourierDiffusion

This repository implements time series diffusion in the frequency domain.

SHI-Yu-Zhe /generative-modeling-explained

Ying Nian Wu's UCLA Statistical Machine Learning Tutorial on generative modeling.

icon-lab /FDB

Official implementation of the Fourier-constrained diffusion bridges (FDB) model for MRI reconstruction

AshishKumar4 /FlaxDiff

A simple and intuitive library for diffusion models using Flax and Jax. Includes detailed notebooks on DDPM, DDIM, and EDM with simplified mathematical explanations. Made as part of my journey for learning and experimenting with generative AI.

caetas /GenerativeZoo

Model Zoo for Generative Models.

mbreuss /consistency_trajectory_models_toy_task

Minimal unofficial implementation of Consistency Trajectory models on a 1D toy task.

homerjed /sbgm

Score-based Diffusion models in JAX.

UW-Madison-Lee-Lab /score-wasserstein

Code for "Score-based Generative Modeling Secretly Minimizes the Wasserstein Distance", NeurIPS 2022