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EspEn Graph for the Spatial Analysis of Entropy in Images

The quantification of entropy in images is a topic of interest that has had different applications in the field of agronomy, product generation and medicine. Some algorithms have been proposed for the quantification of the irregularity present in an image; however, the challenges to overcome in the...

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Autor principal: Espinosa Medina, Ricardo Alonso
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9858177/
https://www.ncbi.nlm.nih.gov/pubmed/36673300
http://dx.doi.org/10.3390/e25010159
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author Espinosa Medina, Ricardo Alonso
author_facet Espinosa Medina, Ricardo Alonso
author_sort Espinosa Medina, Ricardo Alonso
collection PubMed
description The quantification of entropy in images is a topic of interest that has had different applications in the field of agronomy, product generation and medicine. Some algorithms have been proposed for the quantification of the irregularity present in an image; however, the challenges to overcome in the computational cost involved in large images and the reliable measurements in small images are still topics of discussion. In this research we propose an algorithm, EspEn Graph, which allows the quantification and graphic representation of the irregularity present in an image, revealing the location of the places where there are more or less irregular textures in the image. EspEn is used to calculate entropy because it presents reliable and stable measurements for small size images. This allows an image to be subdivided into small sections to calculate the entropy in each section and subsequently perform the conversion of values to graphically show the regularity present in an image. In conclusion, the EspEn Graph returns information on the spatial regularity that an image with different textures has and the average of these entropy values allows a reliable measure of the general entropy of the image.
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spelling pubmed-98581772023-01-21 EspEn Graph for the Spatial Analysis of Entropy in Images Espinosa Medina, Ricardo Alonso Entropy (Basel) Article The quantification of entropy in images is a topic of interest that has had different applications in the field of agronomy, product generation and medicine. Some algorithms have been proposed for the quantification of the irregularity present in an image; however, the challenges to overcome in the computational cost involved in large images and the reliable measurements in small images are still topics of discussion. In this research we propose an algorithm, EspEn Graph, which allows the quantification and graphic representation of the irregularity present in an image, revealing the location of the places where there are more or less irregular textures in the image. EspEn is used to calculate entropy because it presents reliable and stable measurements for small size images. This allows an image to be subdivided into small sections to calculate the entropy in each section and subsequently perform the conversion of values to graphically show the regularity present in an image. In conclusion, the EspEn Graph returns information on the spatial regularity that an image with different textures has and the average of these entropy values allows a reliable measure of the general entropy of the image. MDPI 2023-01-12 /pmc/articles/PMC9858177/ /pubmed/36673300 http://dx.doi.org/10.3390/e25010159 Text en © 2023 by the author. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Espinosa Medina, Ricardo Alonso
EspEn Graph for the Spatial Analysis of Entropy in Images
title EspEn Graph for the Spatial Analysis of Entropy in Images
title_full EspEn Graph for the Spatial Analysis of Entropy in Images
title_fullStr EspEn Graph for the Spatial Analysis of Entropy in Images
title_full_unstemmed EspEn Graph for the Spatial Analysis of Entropy in Images
title_short EspEn Graph for the Spatial Analysis of Entropy in Images
title_sort espen graph for the spatial analysis of entropy in images
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9858177/
https://www.ncbi.nlm.nih.gov/pubmed/36673300
http://dx.doi.org/10.3390/e25010159
work_keys_str_mv AT espinosamedinaricardoalonso espengraphforthespatialanalysisofentropyinimages