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Orthorectification of Skin Nevi Images by Means of 3D Model of the Human Body
Melanoma is the most lethal form of skin cancer, and develops from mutation of pigment-producing cells. As it becomes malignant, it usually grows in size, changes proportions, and develops an irregular border. We introduce a system for early detection of such changes, which enables whole-body screen...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8708235/ https://www.ncbi.nlm.nih.gov/pubmed/34960467 http://dx.doi.org/10.3390/s21248367 |
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author | Szczypiński, Piotr M. Sprawka, Katarzyna |
author_facet | Szczypiński, Piotr M. Sprawka, Katarzyna |
author_sort | Szczypiński, Piotr M. |
collection | PubMed |
description | Melanoma is the most lethal form of skin cancer, and develops from mutation of pigment-producing cells. As it becomes malignant, it usually grows in size, changes proportions, and develops an irregular border. We introduce a system for early detection of such changes, which enables whole-body screening, especially useful in patients with atypical mole syndrome. The paper proposes a procedure to build a 3D model of the patient, relate the high-resolution skin images with the model, and orthorectify these images to enable detection of size and shape changes in nevi. The novelty is in the application of image encoding indices and barycentric coordinates of the mesh triangles. The proposed procedure was validated with a set of markers of a specified geometry. The markers were attached to the body of a volunteer and analyzed by the system. The results of quantitative comparison of original and corrected images confirm that the orthorectification allows for more accurate estimation of size and proportions of skin nevi. |
format | Online Article Text |
id | pubmed-8708235 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87082352021-12-25 Orthorectification of Skin Nevi Images by Means of 3D Model of the Human Body Szczypiński, Piotr M. Sprawka, Katarzyna Sensors (Basel) Article Melanoma is the most lethal form of skin cancer, and develops from mutation of pigment-producing cells. As it becomes malignant, it usually grows in size, changes proportions, and develops an irregular border. We introduce a system for early detection of such changes, which enables whole-body screening, especially useful in patients with atypical mole syndrome. The paper proposes a procedure to build a 3D model of the patient, relate the high-resolution skin images with the model, and orthorectify these images to enable detection of size and shape changes in nevi. The novelty is in the application of image encoding indices and barycentric coordinates of the mesh triangles. The proposed procedure was validated with a set of markers of a specified geometry. The markers were attached to the body of a volunteer and analyzed by the system. The results of quantitative comparison of original and corrected images confirm that the orthorectification allows for more accurate estimation of size and proportions of skin nevi. MDPI 2021-12-15 /pmc/articles/PMC8708235/ /pubmed/34960467 http://dx.doi.org/10.3390/s21248367 Text en © 2021 by the authors. 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 Szczypiński, Piotr M. Sprawka, Katarzyna Orthorectification of Skin Nevi Images by Means of 3D Model of the Human Body |
title | Orthorectification of Skin Nevi Images by Means of 3D Model of the Human Body |
title_full | Orthorectification of Skin Nevi Images by Means of 3D Model of the Human Body |
title_fullStr | Orthorectification of Skin Nevi Images by Means of 3D Model of the Human Body |
title_full_unstemmed | Orthorectification of Skin Nevi Images by Means of 3D Model of the Human Body |
title_short | Orthorectification of Skin Nevi Images by Means of 3D Model of the Human Body |
title_sort | orthorectification of skin nevi images by means of 3d model of the human body |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8708235/ https://www.ncbi.nlm.nih.gov/pubmed/34960467 http://dx.doi.org/10.3390/s21248367 |
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