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Adaptive Slicing of Moving Least Squares Surfaces: Toward Direct Manufacturing of Point Set Surfaces

机译:移动最小二乘曲面的自适应切片:直接制造点集曲面

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Rapid advancement of 3D sensing techniques has led to dense and accurate point cloud of an object to be readily available. The growing use of such scanned point sets in product design, analysis, and manufacturing necessitates research on direct processing of point set surfaces. In this paper, we present an approach that enables the direct layered manufacturing of point set surfaces. This new approach is based on adaptive slicing of moving least squares (MLS) surfaces. Salient features of this new approach include the following: (1) It bypasses the laborious surface reconstruction and avoids model conversion induced accuracy loss. (2) The resulting layer thickness and layer contours are adaptive to local curvatures, and thus it leads to better surface quality and more efficient fabrication. (3) The curvatures are computed from a set of closed formula based on the MLS surface. The MLS surface naturally smoothes the point cloud and allows upsam-pling and downsampling, and thus it is robust even for noisy or sparse point sets. Experimental results on both synthetic and scanned point sets are presented.
机译:3D感测技术的快速发展已使对象的密集和精确点云变得容易获得。这种扫描点集在产品设计,分析和制造中的使用越来越广泛,因此有必要对点集表面的直接加工进行研究。在本文中,我们提出了一种使点集表面直接分层制造的方法。这种新方法基于移动最小二乘(MLS)曲面的自适应切片。这种新方法的显着特点包括:(1)绕过费力的表面重建,避免了模型转换引起的精度损失。 (2)所得的层厚度和层轮廓适应于局部曲率,因此可导致更好的表面质量和更有效的制造。 (3)曲率是根据MLS曲面根据一组封闭公式计算得出的。 MLS表面自然地平滑了点云,并允许进行上采样和下采样,因此即使对于嘈杂或稀疏的点集,它也很健壮。给出了合成点和扫描点集的实验结果。

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