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Diffusive smoothing of 3D segmented medical data
This paper proposes an accurate, computationally efficient, and spectrum-free formulation of the heat diffusion smoothing on 3D shapes, represented as triangle meshes. The idea behind our approach is to apply a [Formula: see text]-degree Padé–Chebyshev rational approximation to the solution of the h...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Elsevier
2015
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4522549/ https://www.ncbi.nlm.nih.gov/pubmed/26257940 http://dx.doi.org/10.1016/j.jare.2014.09.003 |
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author | Patané, Giuseppe |
author_facet | Patané, Giuseppe |
author_sort | Patané, Giuseppe |
collection | PubMed |
description | This paper proposes an accurate, computationally efficient, and spectrum-free formulation of the heat diffusion smoothing on 3D shapes, represented as triangle meshes. The idea behind our approach is to apply a [Formula: see text]-degree Padé–Chebyshev rational approximation to the solution of the heat diffusion equation. The proposed formulation is equivalent to solve r sparse, symmetric linear systems, is free of user-defined parameters, and is robust to surface discretization. We also discuss a simple criterion to select the time parameter that provides the best compromise between approximation accuracy and smoothness of the solution. Finally, our experiments on anatomical data show that the spectrum-free approach greatly reduces the computational cost and guarantees a higher approximation accuracy than previous work. |
format | Online Article Text |
id | pubmed-4522549 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-45225492015-08-07 Diffusive smoothing of 3D segmented medical data Patané, Giuseppe J Adv Res Original Article This paper proposes an accurate, computationally efficient, and spectrum-free formulation of the heat diffusion smoothing on 3D shapes, represented as triangle meshes. The idea behind our approach is to apply a [Formula: see text]-degree Padé–Chebyshev rational approximation to the solution of the heat diffusion equation. The proposed formulation is equivalent to solve r sparse, symmetric linear systems, is free of user-defined parameters, and is robust to surface discretization. We also discuss a simple criterion to select the time parameter that provides the best compromise between approximation accuracy and smoothness of the solution. Finally, our experiments on anatomical data show that the spectrum-free approach greatly reduces the computational cost and guarantees a higher approximation accuracy than previous work. Elsevier 2015-05 2014-10-18 /pmc/articles/PMC4522549/ /pubmed/26257940 http://dx.doi.org/10.1016/j.jare.2014.09.003 Text en © 2014 Production and hosting by Elsevier B.V. on behalf of Cairo University. http://creativecommons.org/licenses/by-nc-nd/3.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/3.0/). |
spellingShingle | Original Article Patané, Giuseppe Diffusive smoothing of 3D segmented medical data |
title | Diffusive smoothing of 3D segmented medical data |
title_full | Diffusive smoothing of 3D segmented medical data |
title_fullStr | Diffusive smoothing of 3D segmented medical data |
title_full_unstemmed | Diffusive smoothing of 3D segmented medical data |
title_short | Diffusive smoothing of 3D segmented medical data |
title_sort | diffusive smoothing of 3d segmented medical data |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4522549/ https://www.ncbi.nlm.nih.gov/pubmed/26257940 http://dx.doi.org/10.1016/j.jare.2014.09.003 |
work_keys_str_mv | AT patanegiuseppe diffusivesmoothingof3dsegmentedmedicaldata |