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SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and Illumination Disentanglement

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arxiv 2408.00653 v1 pith:2VRYYWTF submitted 2024-08-01 cs.CV cs.GR

classification cs.CVcs.GR
keywords sf3dilluminationmeshexistingfastgenerationmeshesmethod
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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

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Cited by 1 Pith paper

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  1. 4D-Animal: Freely Reconstructing Animatable 3D Animals from Videos

    cs.CV 2025-07 conditional novelty 6.0 of 10

    4D-Animal fits SMAL animal models to video using silhouette, part, pixel, and tracking losses from off-the-shelf 2D models, removing the need for sparse keypoint annotations.

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