الباحثون

Deyuan Liu

المنشورات 2

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UltraText Bench: A Comprehensive Bilingual Benchmark for Evaluating Visual Text Rendering in Image Generation

Deyuan Liu, Yihao Hu, Jingxuan Zhang وآخرون · 2026

Dense visual text requires image generators to reproduce long strings across multiple regions with correct placement and legibility. As short-string rendering improves, evaluation must test sustained performance across more demanding scenes. We introduce UltraText Bench, a bilingual benchmark for prompt-only generation …

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VTR-Bench: A Systematic Benchmark for Evaluating Visual Text Rendering in Video Generation

Yu Huang, Jungang Li, Zhiyuan Wang وآخرون · 2026

Recent video generation models can produce highly realistic videos from natural language instructions, with visual quality approaching cinematic standards. Existing evaluation benchmarks, however, predominantly assess visual quality, aesthetic appeal and physical plausibility, while paying limited attention to text, an …

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