Tutorial on Diffusion Models for Imaging and Vision

arXiv:2403.18103v1 Announce Type: new
Abstract: The astonishing growth of generative tools in recent years has empowered many exciting applications in text-to-image generation and text-to-video generation. The underlying principle behind these generative tools is the concept of diffusion, a particular sampling mechanism that has overcome some shortcomings that were deemed difficult in the previous approaches. The goal of this tutorial is to discuss the essential ideas underlying the diffusion models. The target audience of this tutorial includes undergraduate and graduate students …

abstract applications arxiv concept cs.cv cs.lg diffusion diffusion models generative growth image image generation imaging sampling text text-to-image text-to-video tools tutorial type video video generation vision