YangLing0818/Diffusion-Models-Papers-Survey-Taxonomy resource

Health v2 · maintenance only

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3363 stars · 257 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A curated, continuously updated collection of research papers on diffusion models, organized according to the authors' ACM Computing Surveys paper. It provides a detailed taxonomy covering algorithmic enhancements, applications across vision, NLP, audio, and molecular modeling, and connections to other generative models.

Use cases

• find papers on diffusion models for image generation
• learn about sampling acceleration techniques for diffusion models
• survey text-to-video and text-to-3d generation research
• find diffusion model papers for medical image reconstruction
• research connections between diffusion models and GANs or VAEs
• keep up with new diffusion model research

When to choose

• you need a structured literature review of diffusion models
• you want a categorized reading list for generative modeling research
• you are writing a survey or thesis on diffusion models

When to avoid

• you need runnable code or model implementations rather than paper references
• you need a tool or library for training or inference
• you need a single-topic deep dive rather than a broad survey

Facets

learning-resource · maturity active

documentation machine-learning deep-learning image-processing video-processing nlp deep-learning machine-learning artificial-intelligence computer-vision image-processing tutorials cross-platform diffusion-models survey taxonomy paper-collection stable-diffusion text-to-image text-to-video text-to-3d generative-models awesome-list video natural-language-processing

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For agents

markdown · JSON · MCP: product_card(name="YangLing0818/Diffusion-Models-Papers-Survey-Taxonomy")