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The Laplace-Beltrami operator has established itself in the field of non-rigid shape analysis due to its many useful properties such as being invariant under isometric transformation, having a countable eigensystem forming an orthornormal…

计算机视觉与模式识别 · 计算机科学 2025-08-25 Oguzhan Yigit , Richard C. Wilson

Evaluating the similarity of non-rigid shapes with significant partiality is a fundamental task in numerous computer vision applications. Here, we propose a novel axiomatic method to match similar regions across shapes. Matching similar…

计算机视觉与模式识别 · 计算机科学 2022-07-08 David Bensaïd , Amit Bracha , Ron Kimmel

The eigenfunctions of the Laplace-Beltrami operator have widespread applications in a number of disciplines of engineering, computer vision/graphics, machine learning, etc. These eigenfunctions or manifold harmonics, provide the means to…

数值分析 · 数学 2022-04-13 A. M. A. Alsnayyan , B. Shanker

Non-isometric shape correspondence remains a fundamental challenge in computer vision. Traditional methods using Laplace-Beltrami operator (LBO) eigenmodes face limitations in characterizing high-frequency extrinsic shape changes like…

计算机视觉与模式识别 · 计算机科学 2024-07-25 Lennart Bastian , Yizheng Xie , Nassir Navab , Zorah Lähner

Eigenvalue problems are fundamental to mathematics and science. We present a simple algorithm for determining eigenvalues and eigenfunctions of the Laplace--Beltrami operator on rather general curved surfaces. Our algorithm, which is based…

数值分析 · 数学 2011-09-13 Colin B. Macdonald , Jeremy Brandman , Steven J. Ruuth

A proof of the optimality of the eigenfunctions of the Laplace-Beltrami operator (LBO) in representing smooth functions on surfaces is provided and adapted to the field of applied shape and data analysis. It is based on the Courant-Fischer…

计算机视觉与模式识别 · 计算机科学 2014-09-16 Yonathan Aflalo , Haim Brezis , Ron Kimmel

In this paper, we propose a new trace finite element method for the {Laplace-Beltrami} eigenvalue problem. The method is proposed directly on a smooth manifold which is implicitly given by a level-set function and require high order…

数值分析 · 数学 2022-01-17 Song Lu , Xianmin Xu

Eigendecomposition of the Laplace-Beltrami operator is instrumental for a variety of applications from physics to data science. We develop a numerical method of computation of the eigenvalues and eigenfunctions of the Laplace-Beltrami…

数值分析 · 数学 2022-10-21 Jackson C. Turner , Elena Cherkaev , Dong Wang

In computer vision and graphics, various types of symmetries are extensively studied since symmetry present in objects is a fundamental cue for understanding the shape and the structure of objects. In this work, we detect the intrinsic…

计算机视觉与模式识别 · 计算机科学 2018-12-06 Rajendra Nagar , Shanmuganathan Raman

Surface registration is one of the most fundamental problems in geometry processing. Many approaches have been developed to tackle this problem in cases where the surfaces are nearly isometric. However, it is much more challenging to…

数值分析 · 数学 2018-09-21 Stefan C. Schonsheck , Michael M. Bronstein , Rongjie Lai

In this paper, we propose a method for computing partial functional correspondence between non-rigid shapes. We use perturbation analysis to show how removal of shape parts changes the Laplace-Beltrami eigenfunctions, and exploit it as a…

计算机视觉与模式识别 · 计算机科学 2015-12-23 Emanuele Rodolà , Luca Cosmo , Michael M. Bronstein , Andrea Torsello , Daniel Cremers

In this work, we introduce a novel local pairwise descriptor and then develop a simple, effective iterative method to solve the resulting quadratic assignment through sparsity control for shape correspondence between two approximate…

计算机视觉与模式识别 · 计算机科学 2020-03-24 Rui Xiang , Rongjie Lai , Hongkai Zhao

A robust and informative local shape descriptor plays an important role in mesh registration. In this regard, spectral descriptors that are based on the spectrum of the Laplace-Beltrami operator have been a popular subject of research for…

图形学 · 计算机科学 2019-10-21 Zhiyu Sun , Yusen He , Andrey Gritsenko , Amaury Lendasse , Stephen Baek

The eigenvalue problem of the Laplace-Beltrami operators on curved surfaces plays an essential role in the convergence analysis of the numerical simulations of some important geometric partial differential equations which involve this…

数值分析 · 计算机科学 2013-10-18 Sheng-Gwo Chen , Mei-Hsiu Chi , Jyh-Yang Wu

The Laplace-Beltrami operator on (the surface of) a triaxial ellipsoid admits a sequence of real eigenvalues diverging to plus infinity. By introducing ellipsoidal coordinates, this eigenvalue problem for a partial differential operator is…

经典分析与常微分方程 · 数学 2024-07-29 Hans Volkmer

The need for efficiently comparing and representing datasets with unknown alignment spans various fields, from model analysis and comparison in machine learning to trend discovery in collections of medical datasets. We use manifold learning…

机器学习 · 统计学 2022-07-13 Tal Shnitzer , Mikhail Yurochkin , Kristjan Greenewald , Justin Solomon

Eigenanalysis of differential operators, such as the Laplace operator or elastic energy Hessian, is typically restricted to a single shape and its discretization, limiting reduced order modeling (ROM). We introduce the first eigenanalysis…

图形学 · 计算机科学 2025-05-14 Yue Chang , Otman Benchekroun , Maurizio M. Chiaramonte , Peter Yichen Chen , Eitan Grinspun

Using elementary techniques from Geometric Analysis, Partial Differential Equations, and Abelian $C^*$ Algebras, we uncover a novel, yet familiar, global geometric invariant -- namely the indexed set of integrals of triple products of…

谱理论 · 数学 2026-02-20 Joe Schaefer

Compressed manifold modes are locally supported analogues of eigenfunctions of the Laplace-Beltrami operator of a manifold. In this paper we describe an algorithm for the calculation of modes for discrete manifolds that, in experiments,…

计算几何 · 计算机科学 2015-07-14 Kevin Houston

The main objective of this dissertation is to analyse thoroughly the construction of self-adjoint extensions of the Laplace-Beltrami operator defined on a compact Riemannian manifold with boundary and the role that quadratic forms play to…

数学物理 · 物理学 2013-09-18 Juan Manuel Pérez-Pardo
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