Tianyu Su

Dual Optimal Transport for Multi-Concept Composition: Structural Alignment and Texture Injection in Diffusion Models

Diffusion models have shown impressive capabilities in text-to-image synthesis, but multi-concept personalized generation remains challenging, particularly in aligning multiple reference concepts while preserving fidelity. In this work, we propose a novel framework that addresses this challenge with…