Style3D is advancing fashion AI from mere content generation to integrated product workflows, connecting generative AI, 3D technology, and structured product data. This shift enables fashion teams to move from initial ideas to connected workflows across design, development, content, and production, addressing a critical challenge in the industry.
Central to this advancement is GarmageNet, developed by Style3D Research in collaboration with Zhejiang University, Shanghai Jiao Tong University, and Zhejiang Sci-Tech University. Published in ACM Transactions on Graphics and presented at SIGGRAPH Asia 2025, GarmageNet tackles the challenge of linking 2D patterns with 3D garment forms. The framework unifies pattern outlines, 3D geometry, and sewing information into a single representation. It accepts inputs such as text, sketches, images, patterns, or point clouds, and generates structured assets, reconstructs sewing relationships, and initializes physical simulation for design exploration, digital sampling, and editing. By connecting inputs with patterns, sewing relationships, and simulation, GarmageNet exemplifies how fashion AI can be integrated into a connected product-development workflow, rather than remaining an isolated image-generation tool.
The framework is supported 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. GarmageNet achieved a 91.41% simulation-initialization success rate on 150 complex patterns, with an inference time of approximately eight seconds per garment under the test conditions.
This research builds on Style3D's expertise 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 holds 106 granted patents worldwide, including 58 invention patents and 12 granted in Europe and the United States, with an additional 155 invention patent applications pending. The company also operates an overseas R&D center in Germany.
Style3D's AI and 3D technologies are already being applied in 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 where AI agents can coordinate product data, 3D design, simulation, content creation, and production preparation, while human teams retain creative and operational responsibility.
