Author

Haorui Gao

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Preprint Aug 2026

Scale-Separated Conditioning for Style-Encoder-Free Diffusion Stylization

SEFS (Style-Encoder-Free Stylization), a style-encoder-free conditioning framework for diffusion transformers, improves content consistency and leakage diagnostics while retaining reference-style affinity, and ablations support the crop-resolution, re-normalization, and skip-fusion choices.

Jing-Tao Zhang, Haorui Gao, Youqin Liang et al. · 2 citations