INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGES
Autor(a) principal: | |
---|---|
Data de Publicação: | 2009 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | por |
Título da fonte: | Engenharia na Agricultura |
Texto Completo: | https://periodicos.ufv.br/reveng/article/view/59 |
Resumo: | To determine the effect of block dimensions on image classification, aerial images from three different heights (4, 20 and 50 m) were obtained in an experimental area of 1.200 m2, divided into three blocks, each with five soil preparation methods. The images were obtained with the use of a digital camera in a balloon. The block dimensions for heights of 4 and 20 m were respectively, 50 x 50, 150 x 150 and 250 x 250 pixels and for the height of 50 m, 50 x 50 and 90 x 90 pixels. The images were processed with the use of co-occurrence matrix techniques from which eight texture descriptors, calculated from the image blocks, of the images were extracted for classification. The highest values of the kappa index for 4 and 20 m height were obtained from block of 250 x 250 pixels. For the height of 50 m, the 90 x 90 block gave the best result. |
id |
UFV-2_8bcf6089ab8eb5d7677e499ba42d5d8b |
---|---|
oai_identifier_str |
oai:ojs.periodicos.ufv.br:article/59 |
network_acronym_str |
UFV-2 |
network_name_str |
Engenharia na Agricultura |
repository_id_str |
|
spelling |
INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGESINFLUÊNCIA DA DIMENSÃO DOS BLOCOS NA CLASSIFICAÇÃO DE IMAGENS DIGITAISMecanização AgrícolaTo determine the effect of block dimensions on image classification, aerial images from three different heights (4, 20 and 50 m) were obtained in an experimental area of 1.200 m2, divided into three blocks, each with five soil preparation methods. The images were obtained with the use of a digital camera in a balloon. The block dimensions for heights of 4 and 20 m were respectively, 50 x 50, 150 x 150 and 250 x 250 pixels and for the height of 50 m, 50 x 50 and 90 x 90 pixels. The images were processed with the use of co-occurrence matrix techniques from which eight texture descriptors, calculated from the image blocks, of the images were extracted for classification. The highest values of the kappa index for 4 and 20 m height were obtained from block of 250 x 250 pixels. For the height of 50 m, the 90 x 90 block gave the best result.Para realizar o efeito de diferentes dimensões de blocos tem no processo de classificação de imagens, foram obtidas imagens em 3 alturas diferentes, 4, 20, e 50 m, de uma área experimental de 1.200 m², que continha três blocos com cinco tratamentos cada. Os tratamentos consistiram de cinco preparos distintos de solo. Para obtenção das imagens aéreas, colocou-se uma câmera digital a bordo de um balão. A dimensão dos blocos avaliados foram para as alturas de 4 e 20 m, 50 x 50, 150 x 150 e 250 x 250 pixel e para a altura de 50 m 50 x 50 e 90 x 90 pixel. As imagens obtidas foram processadas utilizando técnicas de matriz de co-ocorrência de onde foi extraído oito descritores de textura das imagens, calculados a partir dos blocos da imagem para a classificação. O bloco com maior dimensão, 250 x 250 pixel apresentou os maiores valores do índice kappa, para altura de 4 e 20 m. Na altura de 50 m o bloco 90 x 90 teve melhor desempenho.Universidade Federal de Viçosa - UFV2009-08-19info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfapplication text/htmlhttps://periodicos.ufv.br/reveng/article/view/5910.13083/reveng.v17i4.66Engineering in Agriculture; Vol. 17 No. 4 (2009); 283-293Revista Engenharia na Agricultura - REVENG; v. 17 n. 4 (2009); 283-2932175-68131414-398410.13083/reveng.v17i4reponame:Engenharia na Agriculturainstname:Universidade Federal de Viçosa (UFV)instacron:UFVporhttps://periodicos.ufv.br/reveng/article/view/59/55https://periodicos.ufv.br/reveng/article/view/59/56Reis, Leonardo RubimVieira, Luciano BaiãoSchaefer, Carlos ErnestoSantos, Nerilson TerraPinto, Francisco Assisinfo:eu-repo/semantics/openAccess2023-01-19T12:48:53Zoai:ojs.periodicos.ufv.br:article/59Revistahttps://periodicos.ufv.br/revengPUBhttps://periodicos.ufv.br/reveng/oairevistaengenharianagricultura@gmail.com||andrerosa@ufv.br||tramitacao.reveng@gmail.com|| reveng@ufv.br2175-68131414-3984opendoar:2023-01-19T12:48:53Engenharia na Agricultura - Universidade Federal de Viçosa (UFV)false |
dc.title.none.fl_str_mv |
INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGES INFLUÊNCIA DA DIMENSÃO DOS BLOCOS NA CLASSIFICAÇÃO DE IMAGENS DIGITAIS |
title |
INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGES |
spellingShingle |
INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGES Reis, Leonardo Rubim Mecanização Agrícola |
title_short |
INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGES |
title_full |
INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGES |
title_fullStr |
INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGES |
title_full_unstemmed |
INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGES |
title_sort |
INFLUENCE OF BLOCK DIMENSION ON THE CLASSIFICATION OF DIGITAL IMAGES |
author |
Reis, Leonardo Rubim |
author_facet |
Reis, Leonardo Rubim Vieira, Luciano Baião Schaefer, Carlos Ernesto Santos, Nerilson Terra Pinto, Francisco Assis |
author_role |
author |
author2 |
Vieira, Luciano Baião Schaefer, Carlos Ernesto Santos, Nerilson Terra Pinto, Francisco Assis |
author2_role |
author author author author |
dc.contributor.author.fl_str_mv |
Reis, Leonardo Rubim Vieira, Luciano Baião Schaefer, Carlos Ernesto Santos, Nerilson Terra Pinto, Francisco Assis |
dc.subject.por.fl_str_mv |
Mecanização Agrícola |
topic |
Mecanização Agrícola |
description |
To determine the effect of block dimensions on image classification, aerial images from three different heights (4, 20 and 50 m) were obtained in an experimental area of 1.200 m2, divided into three blocks, each with five soil preparation methods. The images were obtained with the use of a digital camera in a balloon. The block dimensions for heights of 4 and 20 m were respectively, 50 x 50, 150 x 150 and 250 x 250 pixels and for the height of 50 m, 50 x 50 and 90 x 90 pixels. The images were processed with the use of co-occurrence matrix techniques from which eight texture descriptors, calculated from the image blocks, of the images were extracted for classification. The highest values of the kappa index for 4 and 20 m height were obtained from block of 250 x 250 pixels. For the height of 50 m, the 90 x 90 block gave the best result. |
publishDate |
2009 |
dc.date.none.fl_str_mv |
2009-08-19 |
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://periodicos.ufv.br/reveng/article/view/59 10.13083/reveng.v17i4.66 |
url |
https://periodicos.ufv.br/reveng/article/view/59 |
identifier_str_mv |
10.13083/reveng.v17i4.66 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.relation.none.fl_str_mv |
https://periodicos.ufv.br/reveng/article/view/59/55 https://periodicos.ufv.br/reveng/article/view/59/56 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf application text/html |
dc.publisher.none.fl_str_mv |
Universidade Federal de Viçosa - UFV |
publisher.none.fl_str_mv |
Universidade Federal de Viçosa - UFV |
dc.source.none.fl_str_mv |
Engineering in Agriculture; Vol. 17 No. 4 (2009); 283-293 Revista Engenharia na Agricultura - REVENG; v. 17 n. 4 (2009); 283-293 2175-6813 1414-3984 10.13083/reveng.v17i4 reponame:Engenharia na Agricultura instname:Universidade Federal de Viçosa (UFV) instacron:UFV |
instname_str |
Universidade Federal de Viçosa (UFV) |
instacron_str |
UFV |
institution |
UFV |
reponame_str |
Engenharia na Agricultura |
collection |
Engenharia na Agricultura |
repository.name.fl_str_mv |
Engenharia na Agricultura - Universidade Federal de Viçosa (UFV) |
repository.mail.fl_str_mv |
revistaengenharianagricultura@gmail.com||andrerosa@ufv.br||tramitacao.reveng@gmail.com|| reveng@ufv.br |
_version_ |
1800211144075378688 |