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Paper · arXiv

BoundInk: Boundary-Aware Online Handwriting Generation

Realistic online handwriting depends not only on individual character shapes, but also on how a writer connects, spaces, and aligns adjacent characters. Existing methods rely primarily on long-range sequence modeling and capture these inter-character behaviors only implicitly. This often produces plausible glyphs accompanied by broken cursive joins, inconsistent spacing, or writer-inconsistent transitions. We introduce BoundInk, a writer-conditioned framework that treats inter-character boundaries as explicit generation units. By jointly modeling local transitions and surrounding text context, BoundInk preserves writer-specific glyph appearance while improving connectivity and spacing acr...

AuthorsJinsu Shin, Sungeun Hong, JinYeong Bak
Primary categorycs.CV
Published2 April 2026
Last updated at source20 September 2026
cs.CVcs.LG
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