Survey of surface reconstruction from point clouds
Survey of surface reconstruction from point clouds
Surface Reconstruction from Point Clouds: A Survey and a Benchmark
arXiv paper abstract https://arxiv.org/abs/2205.02413v1
arXiv PDF paper https://arxiv.org/pdf/2205.02413v1.pdf
GitHub https://github.com/Gorilla-Lab-SCUT/SCUTSurface-code
Project page https://gorilla-lab-scut.github.io/SurfaceReconstructionBenchmark
Reconstruction of a continuous surface of two-dimensional manifold from its raw, discrete point cloud observation is a long-standing problem.
… paper aims to review and benchmark existing methods in the new era of deep learning surface reconstruction.
… contribute a large-scale benchmarking dataset consisting of both synthetic and real-scanned data
… comparing existing methods on the constructed benchmark, and pay … attention on robustness … against various scanning imperfections … also study how … generalize in terms of reconstructing complex surface shapes.
… studies help identify the best conditions under which different methods work, and suggest some empirical findings.
… surprisingly, a few classical methods perform even better in terms of both robustness and generalization …
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