Video text editing requires balancing three competing goals: correct text, smooth motion, and unchanged background. This benchmark and dataset help measure those trade-offs and establish baselines for the community.
ViTeX-Bench is a benchmark for video scene text editing—replacing text on surfaces like signs and labels while keeping the rest of the video unchanged. It includes 387 real videos, evaluation metrics for text accuracy and visual quality, and a baseline editor that achieves strong results. This addresses a gap where video text editing lags behind image editing.