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AnySurf framework generates accurate 3D surfaces with directed edges

Researchers have developed AnySurf, a novel framework for generating 3D surfaces, including open, closed, and hybrid types, with accurate face orientation. This is achieved through a directed-edge enhanced Flexible Dual Grid (FDG-D) representation that preserves normal direction information. The system also incorporates a lightweight DE-Adapter and a post-training method to improve directed edge learning without significantly impacting performance. The framework was demonstrated to produce superior mesh quality and practicality for downstream applications, with a new dataset, Outfit3D, also introduced. AI

RANK_REASON This is a research paper describing a new method for 3D surface generation. [lever_c_demoted from research: ic=1 ai=0.7]

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COVERAGE [1]

  1. arXiv cs.CV TIER_1 English(EN) · Wenda Shi, Chenyuan Pan, Dengming Zhang, Yiren Song, Biao Zhang, Xingxing Zou ·

    AnySurf: Any Surface Generation with Directed Edge

    arXiv:2605.26149v1 Announce Type: cross Abstract: Open surface components prevail in real industrial 3D content and support rendering, physical simulation and geometric editing. Garments serve as a typical open surface type, with numerous existing generation methods leveraging se…