[Summary] MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation

TL;DR To enable a more controllable image diffusion, MultiDiffusion introduce patches generation with a global constrain. Problem statements Diffusion models lack user controllability and methods that offer such control require a costly fine-tuning. Method The method can be reduced to the following algorithm: At each time step t: Extract patches from the global image I_{t-1} Execute the de-noising step to generate the patches J_{i,t} Combine the patches by average their pixel values to create the global image I_t For the panorama use case: simply generate N images with overlapping regions between them....

May 19, 2023 · 1 min · 125 words