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

Anonymous Authors

01 · Results

Free-Style Local Video Stylization

Foreground, background, and multi-region stylization from the same GRNStyle model.

02 · LociArt Dataset

LociArt Dataset Examples

Explore representative samples produced by the LociArt data production pipeline.

03 · Same scene

Comparison with SOTA

Matched scenes grouped by target style. Each row follows Source, Ours, CoinVE-Edit, Seedance 2.5, and RegionRoute when available.

04 · Robustness

GRNStyle vs. Pipeline

Cases where pipeline construction fails, while the end-to-end model remains usable.