Ying-Jie Lu

Knowledge-Aware Diffusion Models for Controllable Image Generation With Semantic Layout and Style Decoupling

With the rapid development of diffusion models for digital image generation, achieving stable control over both semantic composition and visual style remains challenging. Existing approaches often rely on implicit attention or direct style injection, which may cause style–content leakage and unstable semantics. To addr...