AI RESEARCH

CreatiDesign: A Unified Multi-Conditional Diffusion Transformer for Creative Graphic Design

arXiv CS.CV

ArXi:2505.19114v3 Announce Type: replace Graphic design plays a vital role in visual communication across advertising, marketing, and multimedia entertainment. Prior work has explored automated graphic design generation using diffusion models, aiming to streamline creative workflows and cratize design capabilities. However, complex graphic design scenarios require accurately adhering to design intent specified by multiple heterogeneous user-provided elements (\eg images, layouts, and texts), which pose multi-condition control challenges for existing methods.