🔮The Codex

Diffusion Model

The AI technique behind most modern image and video generation tools.

📖 Apprentice Explanation

Diffusion models create images by starting with random noise and gradually refining it into a clear picture. It's like sculpting — starting with a rough block and carving out details.

🧙 Archmage Notes

Diffusion models learn to reverse a noise-adding process through denoising score matching. Key architectures include DDPM, latent diffusion (Stable Diffusion), and consistency models. Guidance techniques (classifier-free) control generation quality.