Readme.md

🌠 扩散模型

入门指南

注:⚡为基础必读,💎为基础选读,💡为进阶阅读

扩散模型

扩散模型基础

• ⚡ 📄 Diffusion models: A comprehensive survey of methods and applications
• ⚡ 📄 Denoising diffusion probabilistic models
• ⚡ 📄 Score-based generative modeling through stochastic differential equations
• ⚡ 📄 Denoising diffusion implicit models
• ⚡ 📄 Diffusion models beat gans on image synthesis
• ⚡ 📄 Classifier-free diffusion guidance

扩散模型加速

• ⚡ 📄 progressive distillation
• ⚡ 📄 consistency model
• ⚡ 📄 rectified flow
• ⚡ 📄 consistency flow matching
• ⚡ 📄 rectified diffusion

文生图/视频

训练需要大量资源（数据和显卡）

• ⚡ 📄 Stable Diffusion
• ⚡ 📄 DALL-E
• ⚡ 📄 RPG
• ⚡ 📄 IterComp
• ⚡ 📄 Make-a-Video
• ⚡ 📄 VideoCrafter
• ⚡ 📄 AnimateDiff
• ⚡ 📄 VideoTetris

3D/4D生成

子方向较多，需花较多时间入门，目前生成效果不及图像视频

• ⚡ 📄 DreamFusion
• ⚡ 📄 3D Gaussian Splatting
• ⚡ 📄 LucidDreamer
• ⚡ 📄 Direct3D
• ⚡ 📄 SemanticSDS
• ⚡ 📄 Diffusion4D
• ⚡ 📄 Trans4D