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Local isotropic phase symmetry measure for detection of beta cells and lymphocytes
Diabetes can be associated with a reduction in functional β cell mass, which must be restored if the disease is to be cured or progress is to be arrested. To study the cell count, it is also necessary to determine the number of nuclei within the insulin stained area. It can take a single experimenta...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Medknow Publications & Media Pvt Ltd
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3312708/ https://www.ncbi.nlm.nih.gov/pubmed/22811958 http://dx.doi.org/10.4103/2153-3539.92028 |
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author | Kuse, Manohar Wang, Yi-Fang Kalasannavar, Vinay Khan, Michael Rajpoot, Nasir |
author_facet | Kuse, Manohar Wang, Yi-Fang Kalasannavar, Vinay Khan, Michael Rajpoot, Nasir |
author_sort | Kuse, Manohar |
collection | PubMed |
description | Diabetes can be associated with a reduction in functional β cell mass, which must be restored if the disease is to be cured or progress is to be arrested. To study the cell count, it is also necessary to determine the number of nuclei within the insulin stained area. It can take a single experimentalist several months to complete a single study of this kind, results of which may still be quite subjective. In this paper, we propose a framework based on a novel measure of local symmetry for detection of cells. The local isotropic phase symmetry measure (LIPSyM) is designed to give high values at or near the cell centers. We demonstrate the effectiveness of our algorithm for detection of two types of specific cells in histology images, cells in mouse pancreatic sections and lymphocytes in human breast tissue. Experimental results for these two problems show that our algorithm performs better than human experts for the former problem, and outperforms the best reported results for the latter. |
format | Online Article Text |
id | pubmed-3312708 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Medknow Publications & Media Pvt Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-33127082012-07-18 Local isotropic phase symmetry measure for detection of beta cells and lymphocytes Kuse, Manohar Wang, Yi-Fang Kalasannavar, Vinay Khan, Michael Rajpoot, Nasir J Pathol Inform Symposium - Original Research Diabetes can be associated with a reduction in functional β cell mass, which must be restored if the disease is to be cured or progress is to be arrested. To study the cell count, it is also necessary to determine the number of nuclei within the insulin stained area. It can take a single experimentalist several months to complete a single study of this kind, results of which may still be quite subjective. In this paper, we propose a framework based on a novel measure of local symmetry for detection of cells. The local isotropic phase symmetry measure (LIPSyM) is designed to give high values at or near the cell centers. We demonstrate the effectiveness of our algorithm for detection of two types of specific cells in histology images, cells in mouse pancreatic sections and lymphocytes in human breast tissue. Experimental results for these two problems show that our algorithm performs better than human experts for the former problem, and outperforms the best reported results for the latter. Medknow Publications & Media Pvt Ltd 2012-01-19 /pmc/articles/PMC3312708/ /pubmed/22811958 http://dx.doi.org/10.4103/2153-3539.92028 Text en Copyright: © 2011 Kuse M. http://creativecommons.org/licenses/by-nc-sa/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Symposium - Original Research Kuse, Manohar Wang, Yi-Fang Kalasannavar, Vinay Khan, Michael Rajpoot, Nasir Local isotropic phase symmetry measure for detection of beta cells and lymphocytes |
title | Local isotropic phase symmetry measure for detection of beta cells and lymphocytes |
title_full | Local isotropic phase symmetry measure for detection of beta cells and lymphocytes |
title_fullStr | Local isotropic phase symmetry measure for detection of beta cells and lymphocytes |
title_full_unstemmed | Local isotropic phase symmetry measure for detection of beta cells and lymphocytes |
title_short | Local isotropic phase symmetry measure for detection of beta cells and lymphocytes |
title_sort | local isotropic phase symmetry measure for detection of beta cells and lymphocytes |
topic | Symposium - Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3312708/ https://www.ncbi.nlm.nih.gov/pubmed/22811958 http://dx.doi.org/10.4103/2153-3539.92028 |
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