Evaluating the performance of multitemporal image compositing algorithms for burned area analysis

Bibliographic Details
Main Author: Sousa, Adélia
Publication Date: 2003
Other Authors: Pereira, José, Silva, João
Format: Article
Language: eng
Source: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Download full: http://hdl.handle.net/10174/4175
https://doi.org/10.1080/01431160110114466
Summary: The main objective of this study was to compare adequacy of various multitemporal image compositing algorithms to produce composite images suitable for burned area analysis. Satellite imagery from the NOAA AVHRR from three different regions (Portugal, central Africa, and South America) were used to compare six algorithms, two of which involve the sequential application of two criteria. Performance of the algorithms was assessed with the Jeffries-Matisita distance, to quantify spectral separability of the burned an unburned classes in the composite images. The ability of the algorithms to avoid the retention of cloud shadows was assessed visually with red-green-blue colour composites, and the level of radiometric speck in the composite images was quantified with the Moran´s I spatial autocorrelation statistic. The commonly used NDVI maximum value compositing procedure was found to be the least appropriate to produce composites to be used for burned area mapping, from all standpoints. The best spetral separability is providede by the minimum channel 2 (m2) compositing approach which has, however, the drawback of retaining cloud shadows. A two-criterion approach which complements m2 with maximization of brightness temperature in a subset of the data (m2M4) is considered the better method.
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spelling Evaluating the performance of multitemporal image compositing algorithms for burned area analysisNOAA-AVHRRVegetation indexNDVIBurned areaThe main objective of this study was to compare adequacy of various multitemporal image compositing algorithms to produce composite images suitable for burned area analysis. Satellite imagery from the NOAA AVHRR from three different regions (Portugal, central Africa, and South America) were used to compare six algorithms, two of which involve the sequential application of two criteria. Performance of the algorithms was assessed with the Jeffries-Matisita distance, to quantify spectral separability of the burned an unburned classes in the composite images. The ability of the algorithms to avoid the retention of cloud shadows was assessed visually with red-green-blue colour composites, and the level of radiometric speck in the composite images was quantified with the Moran´s I spatial autocorrelation statistic. The commonly used NDVI maximum value compositing procedure was found to be the least appropriate to produce composites to be used for burned area mapping, from all standpoints. The best spetral separability is providede by the minimum channel 2 (m2) compositing approach which has, however, the drawback of retaining cloud shadows. A two-criterion approach which complements m2 with maximization of brightness temperature in a subset of the data (m2M4) is considered the better method.Taylor & Francis2012-01-25T16:25:21Z2012-01-252003-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10174/4175http://hdl.handle.net/10174/4175https://doi.org/10.1080/01431160110114466engSousa, A.M.O., Pereira, J.M.C. e Silva, J.M.N. (2003). Evaluating the performance of multitemporal image compositing algorithms for burned area analysis. International Journal of Remote Sensing, 24 (6): 1219-1236.1366-5901ICAAMasousa@uevora.ptjmcpereira@isa.utl.ptjoaonevessilva@gmail.com253Sousa, AdéliaPereira, JoséSilva, Joãoinfo: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:RCAAP2024-01-03T18:42:08Zoai:dspace.uevora.pt:10174/4175Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T00:59:32.746923Repositório 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 Evaluating the performance of multitemporal image compositing algorithms for burned area analysis
title Evaluating the performance of multitemporal image compositing algorithms for burned area analysis
spellingShingle Evaluating the performance of multitemporal image compositing algorithms for burned area analysis
Sousa, Adélia
NOAA-AVHRR
Vegetation index
NDVI
Burned area
title_short Evaluating the performance of multitemporal image compositing algorithms for burned area analysis
title_full Evaluating the performance of multitemporal image compositing algorithms for burned area analysis
title_fullStr Evaluating the performance of multitemporal image compositing algorithms for burned area analysis
title_full_unstemmed Evaluating the performance of multitemporal image compositing algorithms for burned area analysis
title_sort Evaluating the performance of multitemporal image compositing algorithms for burned area analysis
author Sousa, Adélia
author_facet Sousa, Adélia
Pereira, José
Silva, João
author_role author
author2 Pereira, José
Silva, João
author2_role author
author
dc.contributor.author.fl_str_mv Sousa, Adélia
Pereira, José
Silva, João
dc.subject.por.fl_str_mv NOAA-AVHRR
Vegetation index
NDVI
Burned area
topic NOAA-AVHRR
Vegetation index
NDVI
Burned area
description The main objective of this study was to compare adequacy of various multitemporal image compositing algorithms to produce composite images suitable for burned area analysis. Satellite imagery from the NOAA AVHRR from three different regions (Portugal, central Africa, and South America) were used to compare six algorithms, two of which involve the sequential application of two criteria. Performance of the algorithms was assessed with the Jeffries-Matisita distance, to quantify spectral separability of the burned an unburned classes in the composite images. The ability of the algorithms to avoid the retention of cloud shadows was assessed visually with red-green-blue colour composites, and the level of radiometric speck in the composite images was quantified with the Moran´s I spatial autocorrelation statistic. The commonly used NDVI maximum value compositing procedure was found to be the least appropriate to produce composites to be used for burned area mapping, from all standpoints. The best spetral separability is providede by the minimum channel 2 (m2) compositing approach which has, however, the drawback of retaining cloud shadows. A two-criterion approach which complements m2 with maximization of brightness temperature in a subset of the data (m2M4) is considered the better method.
publishDate 2003
dc.date.none.fl_str_mv 2003-01-01T00:00:00Z
2012-01-25T16:25:21Z
2012-01-25
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://hdl.handle.net/10174/4175
http://hdl.handle.net/10174/4175
https://doi.org/10.1080/01431160110114466
url http://hdl.handle.net/10174/4175
https://doi.org/10.1080/01431160110114466
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Sousa, A.M.O., Pereira, J.M.C. e Silva, J.M.N. (2003). Evaluating the performance of multitemporal image compositing algorithms for burned area analysis. International Journal of Remote Sensing, 24 (6): 1219-1236.
1366-5901
ICAAM
asousa@uevora.pt
jmcpereira@isa.utl.pt
joaonevessilva@gmail.com
253
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Taylor & Francis
publisher.none.fl_str_mv Taylor & Francis
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
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