PSDesigner让AI像人一样创作设计,支持复杂流程自动执行。
PSDesigner: Automated Graphic Design with a Human-Like Creative Workflow
- 模仿人类设计师的创作流程,分步执行工具调用
- 在多种设计任务中生成高质量作品,超越现有方法
- 适合非专业人士快速制作专业级设计
图形设计是电商和广告等领域中至关重要的创造性过程。然而,如何将用户意图精准转化为可编辑的设计文件,仍是开放挑战。尽管近期研究利用强大的文本到图像模型和多模态大模型辅助设计,但通常简化了专业工作流程,导致灵活性与直观性不足。为此,我们提出PSDesigner,一个模拟人类设计师创意流程的自动化设计系统。该系统基于多个专用组件,能根据用户指令收集主题相关素材,并自主推断并执行工具调用以操作设计文件,如整合新元素或优化低质量部分。为赋予系统强大的工具使用能力,我们构建了大型高质量数据集CreativePSD,包含覆盖广泛设计场景与艺术风格的PSD文件及其操作轨迹标注,使模型得以学习专家设计步骤。大量实验表明,PSDesigner在多样化的图形设计任务中均优于现有方法,使非专业人士也能便捷创建生产级设计。
原文摘要 · Abstract (English)
Graphic design is a creative and innovative process that plays a crucial role in applications such as e-commerce and advertising. However, developing an automated design system that can faithfully translate user intentions into editable design files remains an open challenge. Although recent studies have leveraged powerful text-to-image models and MLLMs to assist graphic design, they typically simplify professional workflows, resulting in limited flexibility and intuitiveness. To address these limitations, we propose PSDesigner, an automated graphic design system that emulates the creative workflow of human designers. Building upon multiple specialized components, PSDesigner collects theme-related assets based on user instructions, and autonomously infers and executes tool calls to manipulate design files, such as integrating new assets or refining inferior elements. To endow the system with strong tool-use capabilities, we construct a design dataset, CreativePSD, which contains a large amount of high-quality PSD design files annotated with operation traces across a wide range of design scenarios and artistic styles, enabling models to learn expert design procedures. Extensive experiments demonstrate that PSDesigner outperforms existing methods across diverse graphic design tasks, empowering non-specialists to conveniently create production-quality designs.
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