Mathematical morphology applied to shadows and clouds detection in high resolution images

Detalhes bibliográficos
Autor(a) principal: Statella, Thiago
Data de Publicação: 2008
Outros Autores: Silva, Erivaldo Antônio da
Tipo de documento: Artigo
Idioma: por
Título da fonte: Boletim de Ciências Geodésicas
Texto Completo: https://revistas.ufpr.br/bcg/article/view/11819
Resumo: The spatial resolution improvement of orbital sensors has broadened considerablythe applicability of their images in solving urban areas problems. But as the spatialresolution improves, the shadows become even a more serious problem especiallywhen detailed information (under the shadows) is required. Besides those shadowscaused by buildings and houses, clouds projected shadows are likely to occur. Inthis case there is information occlusion by the cloud in association with lowillumination and contrast areas caused by the cloud shadow on the ground. Thus,it’s important to use efficient methods to detect shadows and clouds areas in digitalimages taking in count that these areas care for especial processing. This paperproposes the application of Mathematical Morphology (MM) in shadow and cloudsdetection. Two parts of a panchromatic QuickBird image of Cuiabá-MT urban areawere used. The proposed method takes advantage of the fact that shadows (lowintensity – dark areas) and clouds (high intensity – bright areas) represent thebottom and top, respectively, of the image as it is thought to be a topographicsurface. This characteristic allowed MM area opening and closing operations to beapplied to reduce or eliminate the bottom and top of the topographic surface.
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spelling Mathematical morphology applied to shadows and clouds detection in high resolution imagesMORFOLOGIA MATEMÁTICA APLICADA À DETECÇÃO DE SOMBRAS E NUVENS EM IMAGENS DE ALTA RESOLUÇÃOMorfologia Matemática; Detecção de Sombras; Detecção de Nuvens; Imagem de Alta Resolução; Mathematical Morphology; Shadows detection; Cloud Detection; High Resolution ImageryThe spatial resolution improvement of orbital sensors has broadened considerablythe applicability of their images in solving urban areas problems. But as the spatialresolution improves, the shadows become even a more serious problem especiallywhen detailed information (under the shadows) is required. Besides those shadowscaused by buildings and houses, clouds projected shadows are likely to occur. Inthis case there is information occlusion by the cloud in association with lowillumination and contrast areas caused by the cloud shadow on the ground. Thus,it’s important to use efficient methods to detect shadows and clouds areas in digitalimages taking in count that these areas care for especial processing. This paperproposes the application of Mathematical Morphology (MM) in shadow and cloudsdetection. Two parts of a panchromatic QuickBird image of Cuiabá-MT urban areawere used. The proposed method takes advantage of the fact that shadows (lowintensity – dark areas) and clouds (high intensity – bright areas) represent thebottom and top, respectively, of the image as it is thought to be a topographicsurface. This characteristic allowed MM area opening and closing operations to beapplied to reduce or eliminate the bottom and top of the topographic surface.A evolução da resolução espacial dos sensores orbitais aumentouconsideravelmente a aplicação de suas imagens na solução de problemas em áreasurbanas, mas, com o incremento da resolução espacial, a presença de sombras setorna um problema grave à medida que informações detalhadas da cena (sobsombras) sejam necessárias. Além das sombras inerentes ás feições do terreno,sombras projetadas por nuvens podem ocorrer. Nesse caso, além das áreas de baixailuminação e contraste causadas pela projeção da sombra sobre a superfície, hátambém a oclusão de informações por parte da nuvem. Portanto é importante o usode métodos eficientes que detectem as sombras e nuvens em imagens digitais tendoem vista que estas áreas necessitam de processamentos especiais. Este trabalhopropõe a utilização de Morfologia Matemática (MM) na execução dessa tarefa.Duas seções de uma imagem QuickBird pancromática da área urbana da cidade deCuiabá-MT foram adotadas como áreas de estudo. O método proposto tiravantagem do fato de as sombras e nuvens representarem vales e picos deintensidade na imagem quando esta é representada como uma superfícietopográfica. Aproveitando-se dessa característica, operações de abertura efechamento de área foram aplicadas para reduzir ou eliminar, respectivamente, picos e vales.Boletim de Ciências GeodésicasBulletin of Geodetic Sciences2008-07-18info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://revistas.ufpr.br/bcg/article/view/11819Boletim de Ciências Geodésicas; Vol 14, No 2 (2008)Bulletin of Geodetic Sciences; Vol 14, No 2 (2008)1982-21701413-4853reponame:Boletim de Ciências Geodésicasinstname:Universidade Federal do Paraná (UFPR)instacron:UFPRporhttps://revistas.ufpr.br/bcg/article/view/11819/8330Statella, ThiagoSilva, Erivaldo Antônio dainfo:eu-repo/semantics/openAccess2008-10-08T14:15:31Zoai:revistas.ufpr.br:article/11819Revistahttps://revistas.ufpr.br/bcgPUBhttps://revistas.ufpr.br/bcg/oaiqdalmolin@ufpr.br|| danielsantos@ufpr.br||qdalmolin@ufpr.br|| danielsantos@ufpr.br1982-21701413-4853opendoar:2008-10-08T14:15:31Boletim de Ciências Geodésicas - Universidade Federal do Paraná (UFPR)false
dc.title.none.fl_str_mv Mathematical morphology applied to shadows and clouds detection in high resolution images
MORFOLOGIA MATEMÁTICA APLICADA À DETECÇÃO DE SOMBRAS E NUVENS EM IMAGENS DE ALTA RESOLUÇÃO
title Mathematical morphology applied to shadows and clouds detection in high resolution images
spellingShingle Mathematical morphology applied to shadows and clouds detection in high resolution images
Statella, Thiago
Morfologia Matemática; Detecção de Sombras; Detecção de Nuvens; Imagem de Alta Resolução; Mathematical Morphology; Shadows detection; Cloud Detection; High Resolution Imagery
title_short Mathematical morphology applied to shadows and clouds detection in high resolution images
title_full Mathematical morphology applied to shadows and clouds detection in high resolution images
title_fullStr Mathematical morphology applied to shadows and clouds detection in high resolution images
title_full_unstemmed Mathematical morphology applied to shadows and clouds detection in high resolution images
title_sort Mathematical morphology applied to shadows and clouds detection in high resolution images
author Statella, Thiago
author_facet Statella, Thiago
Silva, Erivaldo Antônio da
author_role author
author2 Silva, Erivaldo Antônio da
author2_role author
dc.contributor.author.fl_str_mv Statella, Thiago
Silva, Erivaldo Antônio da
dc.subject.por.fl_str_mv Morfologia Matemática; Detecção de Sombras; Detecção de Nuvens; Imagem de Alta Resolução; Mathematical Morphology; Shadows detection; Cloud Detection; High Resolution Imagery
topic Morfologia Matemática; Detecção de Sombras; Detecção de Nuvens; Imagem de Alta Resolução; Mathematical Morphology; Shadows detection; Cloud Detection; High Resolution Imagery
description The spatial resolution improvement of orbital sensors has broadened considerablythe applicability of their images in solving urban areas problems. But as the spatialresolution improves, the shadows become even a more serious problem especiallywhen detailed information (under the shadows) is required. Besides those shadowscaused by buildings and houses, clouds projected shadows are likely to occur. Inthis case there is information occlusion by the cloud in association with lowillumination and contrast areas caused by the cloud shadow on the ground. Thus,it’s important to use efficient methods to detect shadows and clouds areas in digitalimages taking in count that these areas care for especial processing. This paperproposes the application of Mathematical Morphology (MM) in shadow and cloudsdetection. Two parts of a panchromatic QuickBird image of Cuiabá-MT urban areawere used. The proposed method takes advantage of the fact that shadows (lowintensity – dark areas) and clouds (high intensity – bright areas) represent thebottom and top, respectively, of the image as it is thought to be a topographicsurface. This characteristic allowed MM area opening and closing operations to beapplied to reduce or eliminate the bottom and top of the topographic surface.
publishDate 2008
dc.date.none.fl_str_mv 2008-07-18
dc.type.none.fl_str_mv

dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://revistas.ufpr.br/bcg/article/view/11819
url https://revistas.ufpr.br/bcg/article/view/11819
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://revistas.ufpr.br/bcg/article/view/11819/8330
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Boletim de Ciências Geodésicas
Bulletin of Geodetic Sciences
publisher.none.fl_str_mv Boletim de Ciências Geodésicas
Bulletin of Geodetic Sciences
dc.source.none.fl_str_mv Boletim de Ciências Geodésicas; Vol 14, No 2 (2008)
Bulletin of Geodetic Sciences; Vol 14, No 2 (2008)
1982-2170
1413-4853
reponame:Boletim de Ciências Geodésicas
instname:Universidade Federal do Paraná (UFPR)
instacron:UFPR
instname_str Universidade Federal do Paraná (UFPR)
instacron_str UFPR
institution UFPR
reponame_str Boletim de Ciências Geodésicas
collection Boletim de Ciências Geodésicas
repository.name.fl_str_mv Boletim de Ciências Geodésicas - Universidade Federal do Paraná (UFPR)
repository.mail.fl_str_mv qdalmolin@ufpr.br|| danielsantos@ufpr.br||qdalmolin@ufpr.br|| danielsantos@ufpr.br
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