让海报文字编辑像换字体一样精准,支持多风格共存且无需调参。
SkyReels-Text: Fine-Grained Font-Controllable Text Editing for Poster Design
- 用字形片段替代字体标签,实现跨风格文字精准编辑。
- 无需微调或标签,可处理任意未收录字体,保持非编辑区域视觉一致。
- 适合设计师快速调整海报文字,兼顾美观与排版意图。
艺术设计,尤其是海报设计,常需在保持视觉和谐与排版意图的前提下,快速而精确地修改文本内容,尤其在多种字体样式下。尽管现代图像编辑模型日益强大,但在细粒度、字体感知的文字操作上仍显不足,限制了其在专业流程中的应用。为此,我们提出 SkyReels-Text,一种新型的字体可控框架,用于精确的海报文字编辑。该方法可同时编辑多个不同字体风格的文字区域,同时保持未编辑区域的视觉一致性。特别地,模型无需字体标签或测试时微调:用户只需提供目标字体的裁剪字形片段——即使该字体不在标准字库中也可使用。在多个基准上的大量实验表明,SkyReels-Text 在文本保真度和视觉真实性方面均达到领先水平,实现了对字体家族与风格细节的前所未有的控制。本工作弥合了通用图像编辑与专业级排版设计之间的差距。代码与模型已公开于 https://github.com/SkyworkAI/SkyReels-Text。
原文摘要 · Abstract (English)
Artistic design, particularly 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 workflows. To address this issue, we present SkyReels-Text, a novel font-controllable framework for precise poster text editing. Our method enables simultaneous editing of multiple text regions, each rendered in distinct typographic styles, while preserving the visual appearance of non-edited regions. Notably, our model requires neither font labels nor test-time fine-tuning: users can simply provide cropped glyph patches corresponding to their desired typography - even if the font is not included in any standard library. Extensive experiments on multiple benchmarks demonstrate that 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. Code and models are publicly available at https://github.com/SkyworkAI/SkyReels-Text.
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