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GlyphAnchor: Enhancing Visual Text Rendering via Position-Anchored Glyph Priors

arXiv · AI, language, vision and robotics · article · Sep 2, 2026 · UTC

Rendering accurate text remains difficult for image generation and editing models, especially when the target contains long, complex, and densely arranged text or rare characters. Existing approaches either improve native text rendering through stronger backbones and data-centric training without explicit glyph priors, or incorporate glyph priors through specialized designs that remain insufficiently accurate and robust under challenging scenarios. We introduce GlyphAnchor, a novel text-rendering enhancement method for both text-to-image and image-editing diffusion transformer models. GlyphAnc

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First collected: 2026-09-21T05:32:15.665Z. This is not the publication date.