ICLR2025

Rare-to-Frequent: Unlocking Compositional Generation Power of Diffusion Models on Rare Concepts with LLM Guidance

Dongmin Park, Sebin Kim, Taehong Moon, Minkyu Kim, Kangwook Lee, Jaewoong Cho

Abstract

Rare Concept Composition for Visual Generation -Generating images from prompts with rare concept mixtures -Object with unusual attributes -e.g., a hairy frog, a star-shaped apple, a trumpet-like gun, … -Essential for real creators designing images never seen before