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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2018-04-01
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Series: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
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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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