Segmentation of Cell Nuclei Regions in Epithelium of Prostate Glands

Detalhes bibliográficos
Autor(a) principal: Oliveira, Domingos Lucas Latore de
Data de Publicação: 2012
Outros Autores: Nascimento, Marcelo Zanchetta do, Neves, Leandro Alves [UNESP], Godoy, Moacir F., Arruda, Pedro Francisco Ferraz de, Santi Neto, Dalisio de
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://connection.ebscohost.com/c/articles/90307465/segmentation-cell-nuclei-regions-epithelium-prostate-glands
http://hdl.handle.net/11449/122835
Resumo: This paper proposes a method for segmentation of cell nuclei regions in epithelium of prostate glands. This structure provides information to diagnosis and prognosis of prostate cancer. In the initial step, the contrast stretching technique was applied in image in order to improve the contrast between regions of interest and other regions. After, the global thresholding technique was applied and the value of threshold was defined empirically. Finally, the false positive regions were removed using the connected components technique. The performance of the proposed method was compared with the Otsu technique and statistical measures of accuracy were calculated based on reference images (gold standard). The result of the mean value of accuracy of proposed method was 93% ± 0.07.
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spelling Segmentation of Cell Nuclei Regions in Epithelium of Prostate GlandsCell Nuclei Regions SegmentationHistological SegmentationProstate GlandsDigital PathologyContrast StretchingGlobal ThresholdingThis paper proposes a method for segmentation of cell nuclei regions in epithelium of prostate glands. This structure provides information to diagnosis and prognosis of prostate cancer. In the initial step, the contrast stretching technique was applied in image in order to improve the contrast between regions of interest and other regions. After, the global thresholding technique was applied and the value of threshold was defined empirically. Finally, the false positive regions were removed using the connected components technique. The performance of the proposed method was compared with the Otsu technique and statistical measures of accuracy were calculated based on reference images (gold standard). The result of the mean value of accuracy of proposed method was 93% ± 0.07.Universidade Estadual Paulista Júlio de Mesquita Filho, Departamento de Ciência da Computação e Estatística, Instituto de Biociências Letras e Ciências Exatas de São José do Rio Preto, São José do Rio Preto, Rua Cristóvão Colombo, 2265, Jardim Nazareth, CEP 15054000, SP, BrasilUniversidade Estadual Paulista Júlio de Mesquita Filho, Departamento de Ciência da Computação e Estatística, Instituto de Biociências Letras e Ciências Exatas de São José do Rio Preto, São José do Rio Preto, Rua Cristóvão Colombo, 2265, Jardim Nazareth, CEP 15054000, SP, BrasilUniversidade Estadual Paulista (Unesp)Oliveira, Domingos Lucas Latore deNascimento, Marcelo Zanchetta doNeves, Leandro Alves [UNESP]Godoy, Moacir F.Arruda, Pedro Francisco Ferraz deSanti Neto, Dalisio de2015-04-27T11:56:05Z2015-04-27T11:56:05Z2012info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article21-24http://connection.ebscohost.com/c/articles/90307465/segmentation-cell-nuclei-regions-epithelium-prostate-glandsJournal of Modelling and Simulation of Systems, v. 3, n. 1, p. 21-24, 2012.1737-9377http://hdl.handle.net/11449/12283558010242664322652139053814879312Currículo Lattesreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengJournal of Modelling and Simulation of Systemsinfo:eu-repo/semantics/openAccess2021-10-22T20:11:38Zoai:repositorio.unesp.br:11449/122835Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T17:19:41.799024Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Segmentation of Cell Nuclei Regions in Epithelium of Prostate Glands
title Segmentation of Cell Nuclei Regions in Epithelium of Prostate Glands
spellingShingle Segmentation of Cell Nuclei Regions in Epithelium of Prostate Glands
Oliveira, Domingos Lucas Latore de
Cell Nuclei Regions Segmentation
Histological Segmentation
Prostate Glands
Digital Pathology
Contrast Stretching
Global Thresholding
title_short Segmentation of Cell Nuclei Regions in Epithelium of Prostate Glands
title_full Segmentation of Cell Nuclei Regions in Epithelium of Prostate Glands
title_fullStr Segmentation of Cell Nuclei Regions in Epithelium of Prostate Glands
title_full_unstemmed Segmentation of Cell Nuclei Regions in Epithelium of Prostate Glands
title_sort Segmentation of Cell Nuclei Regions in Epithelium of Prostate Glands
author Oliveira, Domingos Lucas Latore de
author_facet Oliveira, Domingos Lucas Latore de
Nascimento, Marcelo Zanchetta do
Neves, Leandro Alves [UNESP]
Godoy, Moacir F.
Arruda, Pedro Francisco Ferraz de
Santi Neto, Dalisio de
author_role author
author2 Nascimento, Marcelo Zanchetta do
Neves, Leandro Alves [UNESP]
Godoy, Moacir F.
Arruda, Pedro Francisco Ferraz de
Santi Neto, Dalisio de
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv Oliveira, Domingos Lucas Latore de
Nascimento, Marcelo Zanchetta do
Neves, Leandro Alves [UNESP]
Godoy, Moacir F.
Arruda, Pedro Francisco Ferraz de
Santi Neto, Dalisio de
dc.subject.por.fl_str_mv Cell Nuclei Regions Segmentation
Histological Segmentation
Prostate Glands
Digital Pathology
Contrast Stretching
Global Thresholding
topic Cell Nuclei Regions Segmentation
Histological Segmentation
Prostate Glands
Digital Pathology
Contrast Stretching
Global Thresholding
description This paper proposes a method for segmentation of cell nuclei regions in epithelium of prostate glands. This structure provides information to diagnosis and prognosis of prostate cancer. In the initial step, the contrast stretching technique was applied in image in order to improve the contrast between regions of interest and other regions. After, the global thresholding technique was applied and the value of threshold was defined empirically. Finally, the false positive regions were removed using the connected components technique. The performance of the proposed method was compared with the Otsu technique and statistical measures of accuracy were calculated based on reference images (gold standard). The result of the mean value of accuracy of proposed method was 93% ± 0.07.
publishDate 2012
dc.date.none.fl_str_mv 2012
2015-04-27T11:56:05Z
2015-04-27T11:56:05Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://connection.ebscohost.com/c/articles/90307465/segmentation-cell-nuclei-regions-epithelium-prostate-glands
Journal of Modelling and Simulation of Systems, v. 3, n. 1, p. 21-24, 2012.
1737-9377
http://hdl.handle.net/11449/122835
5801024266432265
2139053814879312
url http://connection.ebscohost.com/c/articles/90307465/segmentation-cell-nuclei-regions-epithelium-prostate-glands
http://hdl.handle.net/11449/122835
identifier_str_mv Journal of Modelling and Simulation of Systems, v. 3, n. 1, p. 21-24, 2012.
1737-9377
5801024266432265
2139053814879312
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Journal of Modelling and Simulation of Systems
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 21-24
dc.source.none.fl_str_mv Currículo Lattes
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
_version_ 1808128791485087744