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Fusion of medical images using Nabla operator; Objective evaluations and step-by-step statistical comparisons
Since vectors include direction and magnitude, they have more information than scalars. So, converting the scalar images into the vector field leads achieving much information about the images that have been hidden in the spatial domain. In this paper, the proposed method fuses images after transfor...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10431637/ https://www.ncbi.nlm.nih.gov/pubmed/37585476 http://dx.doi.org/10.1371/journal.pone.0284873 |
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author | Behrouzi, Yasin Basiri, Abdolali Pourgholi, Reza Kiaei, Ali Akbar |
author_facet | Behrouzi, Yasin Basiri, Abdolali Pourgholi, Reza Kiaei, Ali Akbar |
author_sort | Behrouzi, Yasin |
collection | PubMed |
description | Since vectors include direction and magnitude, they have more information than scalars. So, converting the scalar images into the vector field leads achieving much information about the images that have been hidden in the spatial domain. In this paper, the proposed method fuses images after transforming the scalar field of images to a vector one. To transform the field, it uses Nabla operator. After that, the inverse transform is implemented to reconstruct the fused medical image. To show the performance of the proposed method and to evaluate it, different experiments and statistical comparisons were accomplished. Comparing the experimental results with the previous works, shows the effectiveness of the proposed method. |
format | Online Article Text |
id | pubmed-10431637 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-104316372023-08-17 Fusion of medical images using Nabla operator; Objective evaluations and step-by-step statistical comparisons Behrouzi, Yasin Basiri, Abdolali Pourgholi, Reza Kiaei, Ali Akbar PLoS One Research Article Since vectors include direction and magnitude, they have more information than scalars. So, converting the scalar images into the vector field leads achieving much information about the images that have been hidden in the spatial domain. In this paper, the proposed method fuses images after transforming the scalar field of images to a vector one. To transform the field, it uses Nabla operator. After that, the inverse transform is implemented to reconstruct the fused medical image. To show the performance of the proposed method and to evaluate it, different experiments and statistical comparisons were accomplished. Comparing the experimental results with the previous works, shows the effectiveness of the proposed method. Public Library of Science 2023-08-16 /pmc/articles/PMC10431637/ /pubmed/37585476 http://dx.doi.org/10.1371/journal.pone.0284873 Text en © 2023 Behrouzi et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Behrouzi, Yasin Basiri, Abdolali Pourgholi, Reza Kiaei, Ali Akbar Fusion of medical images using Nabla operator; Objective evaluations and step-by-step statistical comparisons |
title | Fusion of medical images using Nabla operator; Objective evaluations and step-by-step statistical comparisons |
title_full | Fusion of medical images using Nabla operator; Objective evaluations and step-by-step statistical comparisons |
title_fullStr | Fusion of medical images using Nabla operator; Objective evaluations and step-by-step statistical comparisons |
title_full_unstemmed | Fusion of medical images using Nabla operator; Objective evaluations and step-by-step statistical comparisons |
title_short | Fusion of medical images using Nabla operator; Objective evaluations and step-by-step statistical comparisons |
title_sort | fusion of medical images using nabla operator; objective evaluations and step-by-step statistical comparisons |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10431637/ https://www.ncbi.nlm.nih.gov/pubmed/37585476 http://dx.doi.org/10.1371/journal.pone.0284873 |
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