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Preprint Oct 2026

TextVBench: Evaluating Text Rendering and Preservation in Video Generation

Modern video generators can synthesize convincing scenes while rendering a few characters incorrectly, omitting requested text, or changing it across frames. Measuring these failures is harder than applying OCR independently to each frame: when a scene contains multiple text targets and multiple noisy OCR regions, the...

Rui-Qiang Zhang, Heng-Yi Wang, Chang Liu et al. · 0 citations
Preprint Oct 2026

ProxyEraseAgent: Blind Watermark Removal in the Wild

Invisible image watermark removal has received growing attention. Despite substantial progress, existing attacks face a tension between practicality and specificity. Attacks exploiting detector outputs, decoder responses, or paired images can be tailored to the watermark decision boundary, but require information rarel...

Jun Yao, Chao Wang, Yu-Peng Qiu et al. · 0 citations

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