Diffusion in latent space instead of pixel space makes high-resolution image generation practical on consumer GPUs — the foundation of Stable Diffusion.
Proposes applying diffusion models in the latent space of a pretrained autoencoder rather than pixel space. This dramatically reduces computational cost while maintaining image quality, enabling the Stable Diffusion model.