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Yali Niu

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Open access Jul 2026

VPDL: Visual Prompt-Guided Differential Learning for Generalizable Scene Text Recognition

Inspired by the human ability to reference prior visual knowledge when recognizing text, VPDL introduces a set of character-level visual prompts that guide the model in perceiving appearance variations among characters and develops a local-to-global differential learning strategy that enhances patch-level representatio...

Yali Niu, Jiahao An, Shihao Zou · 0 citations

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