Style3D is advancing fashion AI beyond simple content generation by integrating generative AI, 3D technology, and structured product data into connected workflows. This approach aims to streamline processes from design to production, addressing a key challenge in the industry: linking creative concepts with technical execution.
A notable example is GarmageNet, developed by Style3D Research with Zhejiang University, Shanghai Jiao Tong University, and Zhejiang Sci-Tech University. Published in ACM Transactions on Graphics and presented at SIGGRAPH Asia 2025, the framework tackles the challenge of connecting 2D patterns with 3D garment forms. It combines pattern outlines, 3D geometry, and sewing information into a unified representation, allowing inputs like text, sketches, images, patterns, or point clouds to generate structured assets, reconstruct sewing relationships, and initialize physical simulations. This enables design exploration, digital sampling, and editing, moving fashion AI from isolated image generation to a connected product-development workflow.
GarmageNet 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, while GarmageNet achieved a 91.41% simulation-initialization success rate on 150 complex patterns, with reported inference time of approximately eight seconds per garment.
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 over 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 155 invention patent applications pending. It also operates an overseas R&D center in Germany.
Style3D's 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.
According to Style3D CEO Eric Liu, "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.
