PSDesigner: Automated Graphic Design with a Human-Like Creative Workflow
Xincheng Shuai, Song Tang, Yutong Huang, Henghui Ding, Dacheng Tao

TL;DR
PSDesigner is an automated graphic design system that mimics human creative workflows, enabling non-experts to produce high-quality designs by intelligently managing assets and design operations.
Contribution
It introduces a novel system that emulates professional design workflows and a large annotated dataset, advancing automated graphic design capabilities.
Findings
Outperforms existing methods in various design tasks.
Enables non-specialists to create professional-quality designs.
Demonstrates effective tool-use and asset management in design automation.
Abstract
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…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsInteractive and Immersive Displays · Data Visualization and Analytics · 3D Shape Modeling and Analysis
