SkyReels-Text: Fine-Grained Font-Controllable Text Editing for Poster Design
Abstract
Artistic design such as poster design often demands rapid yet precise modification of textual content while preserving visual harmony and typographic intent, especially across diverse font styles. Although modern image editing models have grown increasingly powerful, they still fall short in fine-grained, font-aware text manipulation, limiting their utility in professional design workflows such as poster editing. To address this issue, we present Skyreels-Text, a novel font-controllable framework for precise poster text editing. Our method supports simultaneous editing of multiple text regions with distinct typographic styles: users simply provide cropped glyph patches from reference images, and our model synthesizes the desired content in a visually matching font, without requiring font labels or fine-tuning. Extensive experiments on multiple datasets, including handwrittent text benchmarks, Skyreels-Text achieves state-of-the-art performance in both text fidelity and visual realism, offering unprecedented control over font families, and stylistic nuances. This work bridges the gap between general-purpose image editing and professional-grade typographic design.