SkyReels-Text: 精细可控字体文本编辑用于海报设计
SkyReels-Text: Fine-Grained Font-Controllable Text Editing for Poster Design
AI总结:
本文提出SkyReels-Text,一种可精细控制字体的文本编辑框架,支持多区域文本同时编辑,保留非编辑区域的视觉效果,无需字体标签或测试时微调,实现高质量字体控制。
摘要:
艺术设计,特别是海报设计,往往需要快速而精确地修改文本内容,同时保持视觉和谐和排版意图,尤其是在不同字体风格之间。尽管现代图像编辑模型已日益强大,但在精细、字体感知的文本操作上仍存在不足,限制了其在专业工作流中的应用。为此,我们提出了SkyReels-Text,一种新的可控制字体的框架,用于精确的海报文本编辑。我们的方法允许同时编辑多个文本区域,每个区域以不同的排版风格呈现,同时保持非编辑区域的视觉外观。值得注意的是,我们的模型不需要字体标签或测试时微调:用户只需提供对应其期望排版的裁剪后的字形片段——即使字体不在任何标准库中。在多个基准上的广泛实验表明,SkyReels-Text在文本保真度和视觉真实感方面均达到最先进的水平,提供了前所未有的对字体家族和风格细微差别的控制。这项工作弥合了通用图像编辑与专业排版设计之间的差距。代码和模型可在https://github.com/SkyworkAI/SkyReels-Text公开获取。
英文摘要:
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.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。