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  4. A Splitting Scheme for Flip-Free Distortion Energies

A Splitting Scheme for Flip-Free Distortion Energies

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Author(s)
Stein, Oded
•
Li, Jiajin
•
Solomon, Justin
Date Issued
June 2022
Journal
SIAM Journal on Imaging Sciences
Publisher
Society for Industrial & Applied Mathematics (SIAM)
Version
Final published version
Abstract
We introduce a robust optimization method for flip-free distortion energies used, for example, in parametrization, deformation, and volume correspondence. This method can minimize a variety of distortion energies, such as the symmetric Dirichlet energy and our new symmetric gradient energy. We identify and exploit the special structure of distortion energies to employ an operator splitting technique, leading us to propose a novel alternating direction method of multipliers (ADMM) algorithm to deal with the nonconvex, nonsmooth nature of distortion energies. The scheme results in an efficient method where the global step involves a single matrix multiplication and the local steps are closed-form per-triangle/per-tetrahedron expressions that are highly parallelizable. The resulting general-purpose optimization algorithm exhibits robustness to flipped triangles and tetrahedra in initial data as well as during the optimization. We establish the convergence of our proposed algorithm under certain conditions and demonstrate applications to parametrization, deformation, and volume correspondence.
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Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use.
Persistent DSpace Link
https://dspace.mit.edu/handle/1721.1/167983
DOI of Published Version
https://doi.org/10.1137/21M1433058
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