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Laplace-Beltrami based multi-resolution shape reconstruction on subdivision surfaces
1Electrical and Computer Engineering, Michigan State University, Lansing, Michigan 48824, USA.
The Journal of the Acoustical Society of America
|April 2, 2022
Summary
This study introduces a novel shape reconstruction method using manifold harmonics (MHs) for efficient and accurate 3D geometry processing. The technique excels with noisy data, offering multi-resolution capabilities and reduced complexity for intricate objects.
Area of Science:
- Mathematics
- Computer Science
- Engineering
Background:
- Eigenfunctions of the Laplace-Beltrami operator, known as manifold harmonics (MHs), are crucial for data interpolation and geometry representation on manifolds.
- MHs offer a natural basis for multi-resolution analysis and editing of complex surfaces and functions.
Purpose of the Study:
- To develop a framework for shape reconstruction leveraging the benefits of manifold harmonics.
- To create a compressible, multi-resolution scheme for shape reconstruction using MHs.
Main Methods:
- The developed method utilizes subdivision basis sets for boundary element isogeometric analysis.
- Surface finite elements are employed for constructing manifold harmonics.
- A volumetric source reconstruction method is integrated for initial starting point determination.
Main Results:
- The proposed technique demonstrates efficacy in reconstructing shapes from noisy data.
- Significant reduction in degrees of freedom for complex objects was achieved.
- High accuracy and effective multi-resolution capabilities were highlighted in presented examples.
Conclusions:
- The developed MHs-based framework provides an efficient and accurate approach to multi-resolution shape reconstruction.
- The method is robust in the presence of noise and offers significant advantages for complex geometric data.
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