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Heat Kernel Laplace-Beltrami Operator on Digital Surfaces

机译:数字表面上的热核Laplace-Beltrami运算符

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Many problems in image analysis, digital processing and shape optimization can be expressed as variational problems involving the discretization of the Laplace-Beltrami operator. Such discretizations have been widely studied for meshes or polyhedral surfaces. On digital surfaces, direct applications of classical operators are usually not satisfactory (lack of multigrid convergence, lack of precision...). In this paper, we first evaluate previous alternatives and propose a new digital Laplace-Beltrami operator showing interesting properties. This new operator adapts Belkin et al. [2] to digital surfaces embedded in 3D. The core of the method relies on an accurate estimation of measures associated to digital surface elements. We experimentally evaluate the interest of this operator for digital geometry processing tasks.
机译:图像分析,数字处理和形状优化中的许多问题可以表示为涉及Laplace-Beltrami算子离散化的变分问题。对于网格或多面体表面,已经对这种离散化进行了广泛的研究。在数字表面上,经典运算符的直接应用通常不能令人满意(缺少多网格收敛,缺少精度...)。在本文中,我们首先评估以前的替代方案,并提出一种新的数字Laplace-Beltrami算子,该算子具有有趣的特性。这个新的运算符改编了Belkin等。 [2]嵌入到3D中的数字表面。该方法的核心依赖于对与数字表面元素相关联的度量的准确估计。我们通过实验评估了该算子对数字几何处理任务的兴趣。

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