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Paper · arXiv

ArtChart: Faithful Artistic Chart Generation with Integrated Text Rendering

Artistic charts combine data visualization with expressive marks, textures, and typography, but they are difficult for image generators: an output is useful only when its stylization preserves chart geometry, exact in-image text, and the semantic binding between labels and marks. We introduce ArtChart, a framework for faithful artistic chart generation with integrated text rendering. Given a structured chart specification and an artistic prompt, ArtChart first renders a text-free grayscale layout that encodes the target chart geometry, then trains a chart-specific control module to preserve mathematical structure. To address the remaining text and layout errors, we further refine the gene...

AuthorsMeijia Huang, Yingjie Yin, Shihao Wang et al.
Primary categorycs.CV
Published17 July 2026
Last updated at source5 August 2026
cs.CV
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