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Euler’s elastica and curvature based model for image restoration
Minimization functionals related to Euler’s elastica energy has a broad range of applications in computer vision and image processing. This paper proposes a novel Euler’s elastica and curvature-based variational model for image restoration corrupted with multiplicative noise. It combines Euler’s ela...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6145515/ https://www.ncbi.nlm.nih.gov/pubmed/30231071 http://dx.doi.org/10.1371/journal.pone.0202464 |
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author | Khan, Mushtaq Ahmad Chen, Wen Ullah, Asmat Ji, Lin |
author_facet | Khan, Mushtaq Ahmad Chen, Wen Ullah, Asmat Ji, Lin |
author_sort | Khan, Mushtaq Ahmad |
collection | PubMed |
description | Minimization functionals related to Euler’s elastica energy has a broad range of applications in computer vision and image processing. This paper proposes a novel Euler’s elastica and curvature-based variational model for image restoration corrupted with multiplicative noise. It combines Euler’s elastica curvature with a Weberized total variation (TV) regularization and gets a novel Euler’s elastica energy and TV-based minimization functional. The combined approach in this variational model can preserve edges while reducing the blocky effect in smooth regions. The implicit gradient descent scheme is applied to efficiently finding the minimizer of the proposed functional. Experimental results demonstrate the effectiveness of the proposed model in visual improvement, as well as an increase in the peak signal-to-noise ratio, compared to the PDE-based methods. |
format | Online Article Text |
id | pubmed-6145515 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-61455152018-10-08 Euler’s elastica and curvature based model for image restoration Khan, Mushtaq Ahmad Chen, Wen Ullah, Asmat Ji, Lin PLoS One Research Article Minimization functionals related to Euler’s elastica energy has a broad range of applications in computer vision and image processing. This paper proposes a novel Euler’s elastica and curvature-based variational model for image restoration corrupted with multiplicative noise. It combines Euler’s elastica curvature with a Weberized total variation (TV) regularization and gets a novel Euler’s elastica energy and TV-based minimization functional. The combined approach in this variational model can preserve edges while reducing the blocky effect in smooth regions. The implicit gradient descent scheme is applied to efficiently finding the minimizer of the proposed functional. Experimental results demonstrate the effectiveness of the proposed model in visual improvement, as well as an increase in the peak signal-to-noise ratio, compared to the PDE-based methods. Public Library of Science 2018-09-19 /pmc/articles/PMC6145515/ /pubmed/30231071 http://dx.doi.org/10.1371/journal.pone.0202464 Text en © 2018 Khan et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Khan, Mushtaq Ahmad Chen, Wen Ullah, Asmat Ji, Lin Euler’s elastica and curvature based model for image restoration |
title | Euler’s elastica and curvature based model for image restoration |
title_full | Euler’s elastica and curvature based model for image restoration |
title_fullStr | Euler’s elastica and curvature based model for image restoration |
title_full_unstemmed | Euler’s elastica and curvature based model for image restoration |
title_short | Euler’s elastica and curvature based model for image restoration |
title_sort | euler’s elastica and curvature based model for image restoration |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6145515/ https://www.ncbi.nlm.nih.gov/pubmed/30231071 http://dx.doi.org/10.1371/journal.pone.0202464 |
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