Stable Diffusion I — Mathematics Behind It | by Void | Mar, 2025 | Medium

What is Stable Diffusion?

Stable Diffusion I — Mathematics Behind It Void 9 min read · Mar 7, 2025 -- 5 Listen Share Press enter or click to view image in full size What is Stable Diffusion? Stable Diffusion is an AI model that creates images from text by starting with pure noise (like static) and gradually removing the noise step by step until the image matches the description. It learns how to turn noise into meaningful images using millions of examples, combining deep neural networks with attention mechanisms to understand both visual patterns and text prompts. Before starting, there are some topics we need to cover

saved by

• Rahul Nandakumar

related reading

• What are Diffusion Models? | Lil'Loglilianweng.github.io
• ⭐️ Diffusion Modelsandrewkchan.dev
• The Illustrated Stable Diffusion – Jay Alammar – Visualizing machine learning one concept at a time.jalammar.github.io
• Diffusion model - Wikipediaen.wikipedia.org
• How does Stable Diffusion work?stable-diffusion-art.com
• Diffusion models from scratchchenyang.co
• Step-by-Step Diffusion: An Elementary Tutorialarxiv.org
• Diffusion Models as a kind of VAE | Angus Turnerangusturner.github.io
• [2006.11239] Denoising Diffusion Probabilistic Modelsarxiv.org
• [2406.08929] Step-by-Step Diffusion: An Elementary Tutorialar5iv.labs.arxiv.org
• The Principles of Diffusion Modelsarxiv.org
• The Principles of Diffusion Modelsarxiv.org