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A Combined Method for Segmentation and Registration for an Advanced and Progressive Evaluation of Thermal Images

In this paper, a method that combines image analysis techniques, such as segmentation and registration, is proposed for an advanced and progressive evaluation of thermograms. The method is applied for the prevention of muscle injury in high-performance athletes, in collaboration with a Brazilian pro...

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Autores principales: Barcelos, Emilio Z., Caminhas, Walmir M., Ribeiro, Eraldo, Pimenta, Eduardo M., Palhares, Reinaldo M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4279571/
https://www.ncbi.nlm.nih.gov/pubmed/25414972
http://dx.doi.org/10.3390/s141121950
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author Barcelos, Emilio Z.
Caminhas, Walmir M.
Ribeiro, Eraldo
Pimenta, Eduardo M.
Palhares, Reinaldo M.
author_facet Barcelos, Emilio Z.
Caminhas, Walmir M.
Ribeiro, Eraldo
Pimenta, Eduardo M.
Palhares, Reinaldo M.
author_sort Barcelos, Emilio Z.
collection PubMed
description In this paper, a method that combines image analysis techniques, such as segmentation and registration, is proposed for an advanced and progressive evaluation of thermograms. The method is applied for the prevention of muscle injury in high-performance athletes, in collaboration with a Brazilian professional soccer club. The goal is to produce information on spatio-temporal variations of thermograms favoring the investigation of the athletes' conditions along the competition. The proposed method improves on current practice by providing a means for automatically detecting adaptive body-shaped regions of interest, instead of the manual selection of simple shapes. Specifically, our approach combines the optimization features in Otsu's method with a correction factor and post-processing techniques, enhancing thermal-image segmentation when compared to other methods. Additional contributions resulting from the combination of the segmentation and registration steps of our approach are the progressive analyses of thermograms in a unique spatial coordinate system and the accurate extraction of measurements and isotherms.
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spelling pubmed-42795712015-01-15 A Combined Method for Segmentation and Registration for an Advanced and Progressive Evaluation of Thermal Images Barcelos, Emilio Z. Caminhas, Walmir M. Ribeiro, Eraldo Pimenta, Eduardo M. Palhares, Reinaldo M. Sensors (Basel) Article In this paper, a method that combines image analysis techniques, such as segmentation and registration, is proposed for an advanced and progressive evaluation of thermograms. The method is applied for the prevention of muscle injury in high-performance athletes, in collaboration with a Brazilian professional soccer club. The goal is to produce information on spatio-temporal variations of thermograms favoring the investigation of the athletes' conditions along the competition. The proposed method improves on current practice by providing a means for automatically detecting adaptive body-shaped regions of interest, instead of the manual selection of simple shapes. Specifically, our approach combines the optimization features in Otsu's method with a correction factor and post-processing techniques, enhancing thermal-image segmentation when compared to other methods. Additional contributions resulting from the combination of the segmentation and registration steps of our approach are the progressive analyses of thermograms in a unique spatial coordinate system and the accurate extraction of measurements and isotherms. MDPI 2014-11-19 /pmc/articles/PMC4279571/ /pubmed/25414972 http://dx.doi.org/10.3390/s141121950 Text en © 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Barcelos, Emilio Z.
Caminhas, Walmir M.
Ribeiro, Eraldo
Pimenta, Eduardo M.
Palhares, Reinaldo M.
A Combined Method for Segmentation and Registration for an Advanced and Progressive Evaluation of Thermal Images
title A Combined Method for Segmentation and Registration for an Advanced and Progressive Evaluation of Thermal Images
title_full A Combined Method for Segmentation and Registration for an Advanced and Progressive Evaluation of Thermal Images
title_fullStr A Combined Method for Segmentation and Registration for an Advanced and Progressive Evaluation of Thermal Images
title_full_unstemmed A Combined Method for Segmentation and Registration for an Advanced and Progressive Evaluation of Thermal Images
title_short A Combined Method for Segmentation and Registration for an Advanced and Progressive Evaluation of Thermal Images
title_sort combined method for segmentation and registration for an advanced and progressive evaluation of thermal images
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4279571/
https://www.ncbi.nlm.nih.gov/pubmed/25414972
http://dx.doi.org/10.3390/s141121950
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