Style3D, a technology company specializing in fashion AI and 3D solutions, is advancing the integration of generative AI with product development workflows, aiming to transform how fashion teams create and produce garments. The company recently highlighted its research in this area, including the development of GarmageNet, a framework that connects 2D patterns with 3D garment forms, addressing a key challenge in fashion AI.
GarmageNet, developed by Style3D Research in collaboration with Zhejiang University, Shanghai Jiao Tong University, and Zhejiang Sci-Tech University, was published in ACM Transactions on Graphics and presented at SIGGRAPH Asia 2025. The framework captures pattern outlines, 3D geometry, and sewing information in a unified representation, allowing inputs such as text, sketches, images, patterns, or point clouds to generate structured assets, reconstruct sewing relationships, and initialize physical simulation. This enables design exploration, digital sampling, and editing within a connected workflow, rather than isolating AI as a tool for image generation.
The research 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 an inference time of approximately eight seconds per garment under test conditions.
This research reflects Style3D's broader 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 155 invention patent applications pending. The company 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 coordinate product data, 3D design, simulation, content creation, and production preparation, while human teams retain creative and operational responsibility.
The implications of this advancement are significant for the fashion industry. By integrating AI into product workflows, companies can reduce development time, lower costs, and improve collaboration across teams. This shift from content generation to connected workflows could reshape how fashion products are designed, developed, and brought to market, offering a more efficient and sustainable approach to production.
