ViTeX-Bench: Benchmarking High-Fidelity Video Scene Text Editing

ViTeX-Bench systematically studies text editing in video scenes by creating a dataset and evaluation protocol. It measures three trade-offs: text correctness, visual/temporal quality, and edit locality. The benchmark reveals distinct failure modes across eight baselines, showing that different editing methods excel at different aspects of the task.

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