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Xin-Liang Bi

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Preprint Sep 2026

SafeStyle: Calibrated Style Residual Injection for Controllable Style-Leakage Trade-off in Diffusion Stylization

Reference-guided diffusion stylization aims to transfer visual style from a reference image while preserving the semantics specified by a text prompt. However, image conditioning often entangles transferable style cues with reference-specific content, leading to an inherent trade-off: stronger conditioning improves sty...

Zhang-Ping Yang, Min Li, Song Yan et al. · 0 citations

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