Author

Feng Xie

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#artificial intelligence Preprint Oct 2026

LociArt: A Unified Paradigm for Free-Style Local Video Stylization

Video stylization typically transforms entire scenes, while local artistic editing requires precise region--style association, spatial control, and temporal consistency. We introduce LociArt, a unified paradigm for free-style local video stylization that explicitly specifies where to stylize and what style to apply whi...

Yuxuan Chen, Feng Xie, Jia-Gao Hu et al. · 0 citations

Preprint Aug 2026

GRNEdit: Efficient General Video Editing from a New Binary-Evidence Perspective in Generative Refinement Networks

GRNEdit, a lightweight two-stage framework for instruction-based general video editing that outperforms multiple 14B open-source editors, while the 8B model performs on par with leading open-source editors.

Feng Xie, Jiagao Hu, Fuhao Li et al. · 2 citations