A Survey on Personalized Content Synthesis with Diffusion Models

arXiv:2405.05538v1 Announce Type: new
Abstract: Recent advancements in generative models have significantly impacted content creation, leading to the emergence of Personalized Content Synthesis (PCS). With a small set of user-provided examples, PCS aims to customize the subject of interest to specific user-defined prompts. Over the past two years, more than 150 methods have been proposed. However, existing surveys mainly focus on text-to-image generation, with few providing up-to-date summaries on PCS. This paper offers a comprehensive survey of PCS, with a …

abstract arxiv cs.cv diffusion diffusion models emergence examples generative generative models pcs personalized personalized content prompts set small survey synthesis type