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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-9858177 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |