title: SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and
    Illumination Disentanglement
summary: We present SF3D, a novel method for rapid and high-quality textured object
  mesh reconstruction from a single image in just 0.5 seconds. Unlike most
  existing approaches, SF3D is explicitly trained for mesh generation,
  incorporating a fast UV unwrapping technique that enables swift texture
  generation rather than relying on vertex colors. The method also learns to
  predict material parameters and normal maps to enhance the visual quality of
  the reconstructed 3D meshes. Furthermore, SF3D integrates a delighting step to
  effectively remove low-frequency illumination effects, ensuring that the
  reconstructed meshes can be easily used in novel illumination conditions.
  Experiments demonstrate the superior performance of SF3D over the existing
  techniques. Project page: https://stable-fast-3d.github.io
paper_authors._id: 66ac42c0c5ad63f80598b143
paper_authors.name: Mark Boss
paper_authors.status: admin_assigned
paper_authors.statusLastChangedAt: 2024-08-02T08:52:34.987Z
paper_authors._id: 64b7f06fda8017900e893eb4
paper_authors.avatarUrl: https://cdn-avatars.huggingface.co/v1/production/uploads/64b7f06fda8017900e893eb4/3VcQFjERXyAjHQFLMFEJt.jpeg
paper_authors.fullname: Mark Boss
paper_authors.type: user
paper_authors.user: mboss
paper_authors._id: 66ac42c0c5ad63f80598b144
paper_authors.name: Zixuan Huang
paper_authors._id: 66ac42c0c5ad63f80598b145
paper_authors.name: Aaryaman Vasishta
paper_authors.status: admin_assigned
paper_authors.statusLastChangedAt: 2024-08-02T10:53:52.694Z
paper_authors._id: 65f953aabeabfc3ff5433904
paper_authors.avatarUrl: https://cdn-avatars.huggingface.co/v1/production/uploads/65f953aabeabfc3ff5433904/luYj14RbWnCGs2qH49cD0.jpeg
paper_authors.fullname: Aaryaman Vasishta
paper_authors.type: user
paper_authors.user: jammmmm
paper_authors._id: 66ac42c0c5ad63f80598b146
paper_authors.name: Varun Jampani
paper_authors.status: admin_assigned
paper_authors.statusLastChangedAt: 2024-08-02T08:53:38.593Z
paper_authors._id: 630e7cfe3fc17ffc50f6e835
paper_authors.avatarUrl: /avatars/0b742ff094a09f9374fafcd97ab9e002.svg
paper_authors.fullname: Varun Jampani
paper_authors.type: user
paper_authors.user: varunjampani
paper_title: SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and
    Illumination Disentanglement
paper_summary: We present SF3D, a novel method for rapid and high-quality textured object
  mesh reconstruction from a single image in just 0.5 seconds. Unlike most
  existing approaches, SF3D is explicitly trained for mesh generation,
  incorporating a fast UV unwrapping technique that enables swift texture
  generation rather than relying on vertex colors. The method also learns to
  predict material parameters and normal maps to enhance the visual quality of
  the reconstructed 3D meshes. Furthermore, SF3D integrates a delighting step to
  effectively remove low-frequency illumination effects, ensuring that the
  reconstructed meshes can be easily used in novel illumination conditions.
  Experiments demonstrate the superior performance of SF3D over the existing
  techniques. Project page: https://stable-fast-3d.github.io
paper_ai_keywords: SF3D mesh reconstruction textured object UV unwrapping texture generation material parameters normal maps low-frequency illumination effects