Texture analysis and Its applications in biomedical imaging: a survey

Detalhes bibliográficos
Autor(a) principal: Khaksar Ghalati, Maryam
Data de Publicação: 2022
Outros Autores: Nunes, Ana, Ferreira, Hugo, Serranho, Pedro, Bernardes, Rui
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.2/12929
Resumo: Texture analysis describes a variety of image analysis techniques that quantify the variation in intensity and pattern. This paper provides an overview of several texture analysis approaches addressing the rationale supporting them, their advantages, drawbacks, and applications. This survey’s emphasis is in collecting and categorising over five decades of active research on texture analysis.Brief descriptions of different approaches are presented along with application examples. From a broad range of texture analysis applications, this survey’s final focus is on biomedical image analysis. An up-to-date list of biological tissues and organs in which disorders produce texture changes that may be used to spot disease onset and progression is provided. Finally, the role of texture analysis methods as biomarkers of disease is summarised.
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spelling Texture analysis and Its applications in biomedical imaging: a surveyBiomedical imagingComputer-aided diagnosisImage analysisTexture analysisTexture biomarkerTexture classificationTexture analysis describes a variety of image analysis techniques that quantify the variation in intensity and pattern. This paper provides an overview of several texture analysis approaches addressing the rationale supporting them, their advantages, drawbacks, and applications. This survey’s emphasis is in collecting and categorising over five decades of active research on texture analysis.Brief descriptions of different approaches are presented along with application examples. From a broad range of texture analysis applications, this survey’s final focus is on biomedical image analysis. An up-to-date list of biological tissues and organs in which disorders produce texture changes that may be used to spot disease onset and progression is provided. Finally, the role of texture analysis methods as biomarkers of disease is summarised.This work was supported in part by the Portuguese Foundation for Science and Technology (FCT) under Grants PTDC/EMD-EMD/28039/2017, UIDB/04950/2020, PestUID/NEU/04539/2019, and CENTRO-01-0145-FEDER-000016 and by FEDER-COMPETE under Grant POCI-01-0145-FEDER-028039. (Corresponding author: Rui Bernardes.)Repositório AbertoKhaksar Ghalati, MaryamNunes, AnaFerreira, HugoSerranho, PedroBernardes, Rui2023-01-03T15:53:57Z20222022-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.2/12929eng10.1109/RBME.2021.3115703info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-16T15:43:28Zoai:repositorioaberto.uab.pt:10400.2/12929Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:51:55.426221Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Texture analysis and Its applications in biomedical imaging: a survey
title Texture analysis and Its applications in biomedical imaging: a survey
spellingShingle Texture analysis and Its applications in biomedical imaging: a survey
Khaksar Ghalati, Maryam
Biomedical imaging
Computer-aided diagnosis
Image analysis
Texture analysis
Texture biomarker
Texture classification
title_short Texture analysis and Its applications in biomedical imaging: a survey
title_full Texture analysis and Its applications in biomedical imaging: a survey
title_fullStr Texture analysis and Its applications in biomedical imaging: a survey
title_full_unstemmed Texture analysis and Its applications in biomedical imaging: a survey
title_sort Texture analysis and Its applications in biomedical imaging: a survey
author Khaksar Ghalati, Maryam
author_facet Khaksar Ghalati, Maryam
Nunes, Ana
Ferreira, Hugo
Serranho, Pedro
Bernardes, Rui
author_role author
author2 Nunes, Ana
Ferreira, Hugo
Serranho, Pedro
Bernardes, Rui
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Repositório Aberto
dc.contributor.author.fl_str_mv Khaksar Ghalati, Maryam
Nunes, Ana
Ferreira, Hugo
Serranho, Pedro
Bernardes, Rui
dc.subject.por.fl_str_mv Biomedical imaging
Computer-aided diagnosis
Image analysis
Texture analysis
Texture biomarker
Texture classification
topic Biomedical imaging
Computer-aided diagnosis
Image analysis
Texture analysis
Texture biomarker
Texture classification
description Texture analysis describes a variety of image analysis techniques that quantify the variation in intensity and pattern. This paper provides an overview of several texture analysis approaches addressing the rationale supporting them, their advantages, drawbacks, and applications. This survey’s emphasis is in collecting and categorising over five decades of active research on texture analysis.Brief descriptions of different approaches are presented along with application examples. From a broad range of texture analysis applications, this survey’s final focus is on biomedical image analysis. An up-to-date list of biological tissues and organs in which disorders produce texture changes that may be used to spot disease onset and progression is provided. Finally, the role of texture analysis methods as biomarkers of disease is summarised.
publishDate 2022
dc.date.none.fl_str_mv 2022
2022-01-01T00:00:00Z
2023-01-03T15:53:57Z
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url http://hdl.handle.net/10400.2/12929
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1109/RBME.2021.3115703
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