Style3D, a company specializing in 3D and AI technologies for the fashion industry, is pushing the boundaries of fashion AI by connecting generative AI with structured product data. The goal is to help fashion teams transition from creating isolated content to managing connected workflows that span design, development, content creation, and production. This approach is exemplified by GarmageNet, a framework developed by Style3D Research in collaboration with Zhejiang University, Shanghai Jiao Tong University, and Zhejiang Sci-Tech University. The research was published in ACM Transactions on Graphics and presented at SIGGRAPH Asia 2025, addressing a central challenge in fashion AI: linking 2D patterns with 3D garment forms.
GarmageNet captures pattern outlines, 3D geometry, and sewing information in a unified representation. It can accept various inputs such as text, sketches, images, patterns, or point clouds, and then generate structured assets, reconstruct sewing relationships, and initialize physical simulation for design exploration, digital sampling, and editing. By connecting inputs with patterns, sewing relationships, and simulation, GarmageNet demonstrates how fashion AI can become an integral part of a connected product-development workflow, rather than remaining a standalone image-generation tool. The framework is supported by GarmageSet, a dataset of 14,801 professionally created garments. In the paper's evaluations, GarmageJigsaw achieved 99.16% precision and 97.13% recall in sewing-point identification, and 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 study's test conditions.
The research reflects Style3D's foundation in deformable-object simulation, garment deformation, digital fabrics, and AI-assisted workflows. Style3D maintains a substantial, dedicated 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.
