Pyramidal Denoising Diffusion Probabilistic Models

Presents a novel pyramidal diffusion model to generate high resolution images starting from much coarser resolution images using a single score function trained with a positional embedding.

Can improve image generation performance while reducing computational resources and time required. Can also be used for multi-scale super-resolution problems using a single score function.