2023

Cache Me if You Can: Accelerating Diffusion Models through Block Caching

Wimbauer, Felix, Wu, Bichen, Schoenfeld, Edgar et al.

Understand

Diffusion models have recently revolutionized the field of image synthesis due to their ability to generate photorealistic images.

  • However, one of the major drawbacks of diffusion models is that the image generation process is costly.
  • A large image-to-image network has to be applied many times to iteratively refine an image from random noise.
  • While many recent works propose techniques to reduce the number of required steps, they generally treat the underlying denoising network as a black box.

Reading the bibliography…