Here are some resources that I have found useful/interesting. Highlighting ones that I recommend going over.
Papers
| Paper Title | Paper Link | Have I Read it? |
|---|---|---|
| DDPM | DDMP | Yeah |
| Improved DDPM | IDDPM | Yeah |
| Stable Diffusion | Stable Diffusion | No |
| Variational Diffusion Models | VDM | Yeah |
| Cold Diffusion | Cold Diffusion | No |
| Understanding Diffusion Models: A Unified Perspective | Tutorial | Yeah |
| Glide | Glide | No |
| Diffusion Models Survey | A survey on Generative Diffusion Models | No |
| Score Prediction Diffusion Models | Generative Modeling by Estimating Gradients of the Data Distribution | No |
Blogs
| Author | Description | Link | ||
|---|---|---|---|---|
| Lilian Weng | Comprehensive coverage of Diffusion models theory (Advanced) | lil’log diffusion models | ||
| Yang Song | This blog is about score based generative models, specifically about SDE’s (Advanced) | score based generative models | ||
| AI Summer School | Easy to follow but comprehensive coverage of Diffusion models | ai summer school | ||
| Hugging Face | Annotated discussion of diffusion model with code | annotated diffusion models | ||
| Alex Alemi | Blog on Variational Diffusion Loss | variational diffusion models | ||
| Google AI Blog | Cascaded Diffusion Models with Super Resolution | High Fidelity Image Generation Using Diffusion Models |
YouTube Educators
| Channel | Description | Link |
|---|---|---|
| AI Coffee Break with Letitia | Byte sized content on Diffusion models | diffusion models explained |
| Yannic | DDPM paper explained | DDMP explained |
| Aleksa Gordić - The AI Epiphany | ML coding series on Improved DDPM codebase | coding series |
GitHub Repos
| Repo Description | Repo Link | Colab |
|---|---|---|
| Diffusion Models Tutorial | Wity’AI tutorial | Wity’AI tutorial |
| Stable Diffusion | Stable Diffusion | |
| LucidRains Denoising Diffusion Models | LucidRains | |
| Variational Diffusion models | VDM |  |
| DDPM | DDPM | |
| YiYi XU (Flax+JAX) | Flax Denoising Diffusion | |
| Glide | Glide | Notebooks |
Play with Diffusion Models
| Description | Link | ||
|---|---|---|---|
| Play with Stable Diffusion v2 | SD II | ||
| Stable Boost: Personalized Photos | Stable Boost | ||
| Image variations with Stable Diffusion | SD variations | ||
| Gradio App for Stable Diffusion | GitHub Repo | ||
| Bing Create tool | Bing | ||
| Playground AI | PlaygroundAI | ||
Want to connect? Reach out @varuntul22.