Yuheng Feng — accepted AI-conference papers

2026

PosterIQ: A Design Perspective Benchmark for Poster Understanding and Generation

Yuheng Feng, Wen Zhang, Haodong Duan, Xingxing Zou

CVPR 2026

We present PosterIQ, a design-driven benchmark for poster understanding and generation, annotated across composition structure, typographic hierarchy, and semantic intent. It includes 7,765 image-annotation instances and 822 generation prompts spanning real, professional, and synthetic cases. To bri

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2025

Retaining Knowledge and Enhancing Long-Text Representations in CLIP through Dual-Teacher Distillation

Yuheng Feng, Changsong Wen, Zelin Peng, Li jiaye, Siyu Zhu

CVPR 2025poster

Contrastive language-image pretraining models such as CLIP have demonstrated remarkable performance in various text-image alignment tasks. However, the inherent 77-token input limitation and reliance on predominantly short-text training data restrict its ability to handle long-text tasks effectively…

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