ViTeX-Bench: Benchmarking High-Fidelity Video Scene Text Editing
NeurIPS 2026 Evaluations & Datasets Track First author
Video scene text editing replaces the words on signs, boards and labels in a real video while the rest of the scene and its motion stay intact. ViTeX-Bench pairs ViTeX-Dataset, 387 real-world 720p videos, with 13 metrics over text correctness, visual and temporal quality, and edit locality, and releases ViTeX-Edit-14B as an open reference editor.
There is no single score. Each editor is a point on one primary metric per axis, and the front is the set no other editor beats on all three: across eight baselines from four editing families, accurate text, temporal stability and scene preservation remain hard to get together.