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Contour Detection and Completion for Inpainting and Segmentation Based on Topological Gradient and Fast Marching Algorithms
We combine in this paper the topological gradient, which is a powerful method for edge detection in image processing, and a variant of the minimal path method in order to find connected contours. The topological gradient provides a more global analysis of the image than the standard gradient and ide...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3238395/ https://www.ncbi.nlm.nih.gov/pubmed/22194734 http://dx.doi.org/10.1155/2011/592924 |
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author | Auroux, Didier Cohen, Laurent D. Masmoudi, Mohamed |
author_facet | Auroux, Didier Cohen, Laurent D. Masmoudi, Mohamed |
author_sort | Auroux, Didier |
collection | PubMed |
description | We combine in this paper the topological gradient, which is a powerful method for edge detection in image processing, and a variant of the minimal path method in order to find connected contours. The topological gradient provides a more global analysis of the image than the standard gradient and identifies the main edges of an image. Several image processing problems (e.g., inpainting and segmentation) require continuous contours. For this purpose, we consider the fast marching algorithm in order to find minimal paths in the topological gradient image. This coupled algorithm quickly provides accurate and connected contours. We present then two numerical applications, to image inpainting and segmentation, of this hybrid algorithm. |
format | Online Article Text |
id | pubmed-3238395 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-32383952011-12-22 Contour Detection and Completion for Inpainting and Segmentation Based on Topological Gradient and Fast Marching Algorithms Auroux, Didier Cohen, Laurent D. Masmoudi, Mohamed Int J Biomed Imaging Research Article We combine in this paper the topological gradient, which is a powerful method for edge detection in image processing, and a variant of the minimal path method in order to find connected contours. The topological gradient provides a more global analysis of the image than the standard gradient and identifies the main edges of an image. Several image processing problems (e.g., inpainting and segmentation) require continuous contours. For this purpose, we consider the fast marching algorithm in order to find minimal paths in the topological gradient image. This coupled algorithm quickly provides accurate and connected contours. We present then two numerical applications, to image inpainting and segmentation, of this hybrid algorithm. Hindawi Publishing Corporation 2011 2011-12-11 /pmc/articles/PMC3238395/ /pubmed/22194734 http://dx.doi.org/10.1155/2011/592924 Text en Copyright © 2011 Didier Auroux et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Auroux, Didier Cohen, Laurent D. Masmoudi, Mohamed Contour Detection and Completion for Inpainting and Segmentation Based on Topological Gradient and Fast Marching Algorithms |
title | Contour Detection and Completion for Inpainting and Segmentation Based on Topological Gradient and Fast Marching Algorithms |
title_full | Contour Detection and Completion for Inpainting and Segmentation Based on Topological Gradient and Fast Marching Algorithms |
title_fullStr | Contour Detection and Completion for Inpainting and Segmentation Based on Topological Gradient and Fast Marching Algorithms |
title_full_unstemmed | Contour Detection and Completion for Inpainting and Segmentation Based on Topological Gradient and Fast Marching Algorithms |
title_short | Contour Detection and Completion for Inpainting and Segmentation Based on Topological Gradient and Fast Marching Algorithms |
title_sort | contour detection and completion for inpainting and segmentation based on topological gradient and fast marching algorithms |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3238395/ https://www.ncbi.nlm.nih.gov/pubmed/22194734 http://dx.doi.org/10.1155/2011/592924 |
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