nv-tlabs/NKSR

[CVPR 2023 Highlight] Neural Kernel Surface Reconstruction

PythonCudaCC++computer-visiongraphicspoint-cloud3d-reconstructionneural-kernel
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Neural Kernel Surface Reconstruction Neural Kernel Surface Reconstruction Jiahui Huang, Zan Gojcic, Matan Atzmon, Or Litany, Sanja Fidler, Francis Williams Paper, Project Page Abstract: We present a novel method for reconstructing a 3D implicit surface from a large-scale, sparse, and noisy point cloud. Our approach builds upon the recently introduced Neural Kernel Fields (NKF) representation. It enjoys similar generalization capabilities to NKF, while simultaneously addressing its main limitations: (a)...
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