Style3D is bridging the gap between generative AI and practical fashion product development with a new framework that connects 2D patterns, 3D geometry, and sewing information. The company's research, published in ACM Transactions on Graphics and presented at SIGGRAPH Asia 2025, introduces GarmageNet, a system developed with Zhejiang University, Shanghai Jiao Tong University, and Zhejiang Sci-Tech University. This framework addresses a central challenge in fashion AI: linking 2D patterns with 3D garment forms in a unified representation.
GarmageNet accepts various inputs—text, sketches, images, patterns, or point clouds—and generates structured assets, reconstructs sewing relationships, and initializes physical simulation. This capability enables design exploration, digital sampling, and editing, moving beyond simple image generation to support a connected product-development workflow. The system is backed by GarmageSet, a dataset of 14,801 professionally created garments. In evaluations, GarmageJigsaw achieved 99.16% precision and 97.13% recall in sewing-point identification, while GarmageNet achieved a 91.41% simulation-initialization success rate on 150 complex patterns, with inference time of approximately eight seconds per garment.
This research reflects Style3D's foundation in deformable-object simulation, garment deformation, digital fabrics, and AI-assisted workflows. The company maintains a substantial R&D organization and has published more than 30 papers at conferences including SIGGRAPH, SIGGRAPH Asia, CVPR, NeurIPS, and 3DV. As of 28 July 2026, Style3D held 106 granted patents worldwide, including 58 invention patents and 12 granted in Europe and the United States, with a further 155 invention patent applications pending. It also operates an overseas R&D center in Germany.
Style3D's AI and 3D technologies are already being applied across diverse customer workflows. German menswear brand OLYMP uses Style3D and Assyst to connect 2D patterns, 3D simulation, visualization, and digital showrooms. The company reports developing styles in days rather than weeks, reducing physical samples and improving communication across design, sales, and production.
As Style3D CEO Eric Liu told Just Style, "The most important development is the agent. We use agents to link different skills." Style3D is advancing a connected fashion workflow in which AI agents can coordinate product data, 3D design, simulation, content creation, and production preparation—while human teams retain creative and operational responsibility.
