Hamiltonian Operator for Spectral Shape Analysis

被引:15
作者
Choukroun, Yoni [1 ]
Shtern, Alon [1 ]
Bronstein, Alex [1 ]
Kimmel, Ron [1 ]
机构
[1] Technion Israel Inst Technol, Dept Comp Sci, IL-3200003 Haifa, Israel
基金
欧洲研究理事会;
关键词
Shape; Measurement; Eigenvalues and eigenfunctions; Manifolds; Laplace equations; Harmonic analysis; Geometry; Hamiltonian; shape analysis; mesh representation; compressed manifold modes; shape matching; COMPUTATION; MODES;
D O I
10.1109/TVCG.2018.2867513
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Many shape analysis methods treat the geometry of an object as a metric space that can be captured by the Laplace-Beltrami operator. In this paper, we propose to adapt the classical Hamiltonian operator from quantum mechanics to the field of shape analysis. To this end, we study the addition of a potential function to the Laplacian as a generator for dual spaces in which shape processing is performed. We present general optimization approaches for solving variational problems involving the basis defined by the Hamiltonian using perturbation theory for its eigenvectors. The suggested operator is shown to produce better functional spaces to operate with, as demonstrated on different shape analysis tasks.
引用
收藏
页码:1320 / 1331
页数:12
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