3 papers
cs.CV2026
PosterIQ: A Design Perspective Benchmark for Poster Understanding and Generation
Yuheng Feng, Wen Zhang, Haodong Duan +1
We present PosterIQ, a design-driven benchmark for poster understanding and generation, annotated across composition structure, typographic hierarchy, and semantic intent. It inclu…
cs.CV2025
WordCon: Word-level Typography Control in Scene Text Rendering
Wenda Shi, Yiren Song, Zihan Rao +3
Achieving precise word-level typography control within generated images remains a persistent challenge. To address it, we newly construct a word-level controlled scene text dataset…
cs.CV2024
FonTS: Text Rendering with Typography and Style Controls
Wenda Shi, Yiren Song, Dengming Zhang +2
Visual text rendering are widespread in various real-world applications, requiring careful font selection and typographic choices. Recent progress in diffusion transformer (DiT)-ba…