Author

Ze-Ming Liu

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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

Preprint Aug 2026

VGI-Bench: Probing Visual Intelligence in Video Generation Models

VGI-bench is introduced, containing 27 tasks and 810 instances, organized by a two-level taxonomy of task domains and skill tags for fine-grained evaluation of visual reasoning capabilities of video generation models, and it is hoped VGI-bench will help stimulate the development of next-generation video generation mode...

Xuan He, Cong Wei, Yuhao Cheng et al. · 3 citations