2 papers
cs.CV2026
VGI-Bench: Probing Visual Intelligence in Video Generation Models
Xuan He, Cong Wei, Yuhao Cheng +20
Recent studies suggest that video generation models can exhibit certain forms of zero-shot visual reasoning through generated frames. Yet reliable evaluation remains challenging: b…
cs.CV2026
Scale-Separated Conditioning for Style-Encoder-Free Diffusion Stylization
Jingtao Zhang, Haorui Gao, Youqing Liang +1
Reference-based diffusion stylization requires separating target geometry from transferable appearance. Existing tuning-based methods often rely on aligned content-style-target tri…