High-Resolution Image Synthesis with Latent Diffusion Models
Rombach, Blattmann, Lorenz, Esser, Ommer
2022 CVPR 2022
TL;DR
Run the diffusion denoising process in the compressed latent space of a pretrained autoencoder instead of in pixel space. Cuts compute by an order of magnitude and enables text-to-image at home.