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Ying-Jie Lu

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Open access Aug 2026

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

Palette-Brush Diffusion is proposed, a controllable diffusion framework that decouples style modeling from semantic composition and achieves more consistent style expression and more stable semantic composition than existing methods.

Ying-Jie Lu, Hua Zong · 0 citations

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