SUGARCANE CROP EXTRACTION USING OBJECT-ORIENTED METHOD FROM ZY-3 HIGH RESOLUTION SATELLITE TLC IMAGE

Sugarcane is one of the most important crops in Guangxi, China. As the development of satellite remote sensing technology, more remotely sensed images can be used for monitoring sugarcane crop. With the help of Three Line Camera (TLC) images, wide coverage and stereoscopic mapping ability, Chinese Z...

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Main Authors: H. Luo, Z. Y. Ling, G. Z. Shao, Y. Huang, Y. Q. He, W. Y. Ning, Z. Zhong
Format: Article
Language:English
Published: Copernicus Publications 2018-04-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-3/1209/2018/isprs-archives-XLII-3-1209-2018.pdf
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spelling doaj-e1c5c5e7fef94513bbe65f11cb05ab332020-11-24T21:47:10ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342018-04-01XLII-31209121410.5194/isprs-archives-XLII-3-1209-2018SUGARCANE CROP EXTRACTION USING OBJECT-ORIENTED METHOD FROM ZY-3 HIGH RESOLUTION SATELLITE TLC IMAGEH. Luo0H. Luo1H. Luo2Z. Y. Ling3Z. Y. Ling4Z. Y. Ling5G. Z. Shao6G. Z. Shao7G. Z. Shao8Y. Huang9Y. Huang10Y. Huang11Y. Q. He12W. Y. Ning13W. Y. Ning14W. Y. Ning15Z. Zhong16Z. Zhong17Z. Zhong18Geomatic Center of Guangxi, Nanning 530023, ChinaGuangxi Branch of Satellite Surveying and Mapping Application Center, Nanning 530023, ChinaGuangxi Data and Application Center of High Resolution Earth Observation System, Nanning 530023, ChinaGeomatic Center of Guangxi, Nanning 530023, ChinaGuangxi Branch of Satellite Surveying and Mapping Application Center, Nanning 530023, ChinaGuangxi Data and Application Center of High Resolution Earth Observation System, Nanning 530023, ChinaGeomatic Center of Guangxi, Nanning 530023, ChinaGuangxi Branch of Satellite Surveying and Mapping Application Center, Nanning 530023, ChinaGuangxi Data and Application Center of High Resolution Earth Observation System, Nanning 530023, ChinaGeomatic Center of Guangxi, Nanning 530023, ChinaGuangxi Branch of Satellite Surveying and Mapping Application Center, Nanning 530023, ChinaGuangxi Data and Application Center of High Resolution Earth Observation System, Nanning 530023, ChinaGeomatic Center of Guangxi, Nanning 530023, ChinaGeomatic Center of Guangxi, Nanning 530023, ChinaGuangxi Branch of Satellite Surveying and Mapping Application Center, Nanning 530023, ChinaGuangxi Data and Application Center of High Resolution Earth Observation System, Nanning 530023, ChinaGeomatic Center of Guangxi, Nanning 530023, ChinaGuangxi Branch of Satellite Surveying and Mapping Application Center, Nanning 530023, ChinaGuangxi Data and Application Center of High Resolution Earth Observation System, Nanning 530023, ChinaSugarcane is one of the most important crops in Guangxi, China. As the development of satellite remote sensing technology, more remotely sensed images can be used for monitoring sugarcane crop. With the help of Three Line Camera (TLC) images, wide coverage and stereoscopic mapping ability, Chinese ZY-3 high resolution stereoscopic mapping satellite is useful in attaining more information for sugarcane crop monitoring, such as spectral, shape, texture difference between forward, nadir and backward images. Digital surface model (DSM) derived from ZY-3 TLC images are also able to provide height information for sugarcane crop. In this study, we make attempt to extract sugarcane crop from ZY-3 images, which are acquired in harvest period. Ortho-rectified TLC images, fused image, DSM are processed for our extraction. Then Object-oriented method is used in image segmentation, example collection, and feature extraction. The results of our study show that with the help of ZY-3 TLC image, the information of sugarcane crop in harvest time can be automatic extracted, with an overall accuracy of about 85.3 %.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-3/1209/2018/isprs-archives-XLII-3-1209-2018.pdf
collection DOAJ
language English
format Article
sources DOAJ
author H. Luo
H. Luo
H. Luo
Z. Y. Ling
Z. Y. Ling
Z. Y. Ling
G. Z. Shao
G. Z. Shao
G. Z. Shao
Y. Huang
Y. Huang
Y. Huang
Y. Q. He
W. Y. Ning
W. Y. Ning
W. Y. Ning
Z. Zhong
Z. Zhong
Z. Zhong
spellingShingle H. Luo
H. Luo
H. Luo
Z. Y. Ling
Z. Y. Ling
Z. Y. Ling
G. Z. Shao
G. Z. Shao
G. Z. Shao
Y. Huang
Y. Huang
Y. Huang
Y. Q. He
W. Y. Ning
W. Y. Ning
W. Y. Ning
Z. Zhong
Z. Zhong
Z. Zhong
SUGARCANE CROP EXTRACTION USING OBJECT-ORIENTED METHOD FROM ZY-3 HIGH RESOLUTION SATELLITE TLC IMAGE
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
author_facet H. Luo
H. Luo
H. Luo
Z. Y. Ling
Z. Y. Ling
Z. Y. Ling
G. Z. Shao
G. Z. Shao
G. Z. Shao
Y. Huang
Y. Huang
Y. Huang
Y. Q. He
W. Y. Ning
W. Y. Ning
W. Y. Ning
Z. Zhong
Z. Zhong
Z. Zhong
author_sort H. Luo
title SUGARCANE CROP EXTRACTION USING OBJECT-ORIENTED METHOD FROM ZY-3 HIGH RESOLUTION SATELLITE TLC IMAGE
title_short SUGARCANE CROP EXTRACTION USING OBJECT-ORIENTED METHOD FROM ZY-3 HIGH RESOLUTION SATELLITE TLC IMAGE
title_full SUGARCANE CROP EXTRACTION USING OBJECT-ORIENTED METHOD FROM ZY-3 HIGH RESOLUTION SATELLITE TLC IMAGE
title_fullStr SUGARCANE CROP EXTRACTION USING OBJECT-ORIENTED METHOD FROM ZY-3 HIGH RESOLUTION SATELLITE TLC IMAGE
title_full_unstemmed SUGARCANE CROP EXTRACTION USING OBJECT-ORIENTED METHOD FROM ZY-3 HIGH RESOLUTION SATELLITE TLC IMAGE
title_sort sugarcane crop extraction using object-oriented method from zy-3 high resolution satellite tlc image
publisher Copernicus Publications
series The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
issn 1682-1750
2194-9034
publishDate 2018-04-01
description Sugarcane is one of the most important crops in Guangxi, China. As the development of satellite remote sensing technology, more remotely sensed images can be used for monitoring sugarcane crop. With the help of Three Line Camera (TLC) images, wide coverage and stereoscopic mapping ability, Chinese ZY-3 high resolution stereoscopic mapping satellite is useful in attaining more information for sugarcane crop monitoring, such as spectral, shape, texture difference between forward, nadir and backward images. Digital surface model (DSM) derived from ZY-3 TLC images are also able to provide height information for sugarcane crop. In this study, we make attempt to extract sugarcane crop from ZY-3 images, which are acquired in harvest period. Ortho-rectified TLC images, fused image, DSM are processed for our extraction. Then Object-oriented method is used in image segmentation, example collection, and feature extraction. The results of our study show that with the help of ZY-3 TLC image, the information of sugarcane crop in harvest time can be automatic extracted, with an overall accuracy of about 85.3 %.
url https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-3/1209/2018/isprs-archives-XLII-3-1209-2018.pdf
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