Atelier：面向艺术家风格图像生成的快捷方式感知控制状态规划
原标题：Beyond Starry Night: Shortcut-Aware Control-State Planning for Artist-Grounded Text to Image Generation
AI 摘要
Hugging Face 每日论文介绍了 Atelier，一个用于艺术家风格图像生成的快捷方式感知控制状态规划框架。Atelier 将模糊的艺术意图转化为显式控制状态，分离场景内容与风格，以减少对刻板印象的依赖。论文还引入了 ArtIntentBench 基准，涵盖梵高和齐白石，实验表明 Atelier 在风格保真度和减少快捷方式替换方面优于基线。
正文节选
Beyond Starry Night: Shortcut-Aware Control-State Planning for Artist-Grounded Text to Image Generation Abstract Atelier improves artist-grounded image generation by translating vague artistic intent into explicit control states that separate scene content from style, reducing reliance on stereotypical shortcuts. Artist-grounded image generation requires more than appending an artist name to a prompt. Image models often respond to artist names through canonical shortcuts, such as recurring motif