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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...

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Detalles Bibliográficos
Autores principales: Auroux, Didier, Cohen, Laurent D., Masmoudi, Mohamed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2011
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.
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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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