Young oil palm recognition using Haar features based on worldview-2 images
This paper presents application of Haar-based rectangular features for recognition of young oil palm tree based on WorldView-2 imagery data. Younger age of oil palm tree should be more separated and sparse in the imagery data compare to the matured age of oil palm tree. Even though that the young oi...
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my.utm.605342017-02-22T07:15:08Z http://eprints.utm.my/id/eprint/60534/ Young oil palm recognition using Haar features based on worldview-2 images Daliman, Shaparas Syed Abu Bakar, Syed Abdul Rahman Busu, Ibrahim TD Environmental technology. Sanitary engineering This paper presents application of Haar-based rectangular features for recognition of young oil palm tree based on WorldView-2 imagery data. Younger age of oil palm tree should be more separated and sparse in the imagery data compare to the matured age of oil palm tree. Even though that the young oil palm tree can obviously be detected visually in the image, the contrast of the image is significantly lower. This leads to difficulty of distinguishing the young oil palm tree and the background of the image. Thus, the images will be processed using power law transformation to increase the contrast of the images. Several existing and new modified Haar-based rectangular features are introduced to the WorldView-2 image. The features for young oil palm and non-oil palm will be trained and classified using AdaBoost. The resulting classification of young oil palm tree shows a promising result that it can be used for intention of developing automatic young oil palm tree counting. 2015 Conference or Workshop Item PeerReviewed Daliman, Shaparas and Syed Abu Bakar, Syed Abdul Rahman and Busu, Ibrahim (2015) Young oil palm recognition using Haar features based on worldview-2 images. In: IEEE Workshop on Geoscience and Remote Sensing 2015 (IWGRS 2015), 22 Nov, 2015, Melaka, Malaysia. https://www.researchgate.net/publication/287736016_Young_Oil_Palm_Recognition_using_Haar_Features_Based_on_WorldView-2_Images |
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TD Environmental technology. Sanitary engineering Daliman, Shaparas Syed Abu Bakar, Syed Abdul Rahman Busu, Ibrahim Young oil palm recognition using Haar features based on worldview-2 images |
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This paper presents application of Haar-based rectangular features for recognition of young oil palm tree based on WorldView-2 imagery data. Younger age of oil palm tree should be more separated and sparse in the imagery data compare to the matured age of oil palm tree. Even though that the young oil palm tree can obviously be detected visually in the image, the contrast of the image is significantly lower. This leads to difficulty of distinguishing the young oil palm tree and the background of the image. Thus, the images will be processed using power law transformation to increase the contrast of the images. Several existing and new modified Haar-based rectangular features are introduced to the WorldView-2 image. The features for young oil palm and non-oil palm will be trained and classified using AdaBoost. The resulting classification of young oil palm tree shows a promising result that it can be used for intention of developing automatic young oil palm tree counting. |
format |
Conference or Workshop Item |
author |
Daliman, Shaparas Syed Abu Bakar, Syed Abdul Rahman Busu, Ibrahim |
author_facet |
Daliman, Shaparas Syed Abu Bakar, Syed Abdul Rahman Busu, Ibrahim |
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Daliman, Shaparas |
title |
Young oil palm recognition using Haar features based on worldview-2 images |
title_short |
Young oil palm recognition using Haar features based on worldview-2 images |
title_full |
Young oil palm recognition using Haar features based on worldview-2 images |
title_fullStr |
Young oil palm recognition using Haar features based on worldview-2 images |
title_full_unstemmed |
Young oil palm recognition using Haar features based on worldview-2 images |
title_sort |
young oil palm recognition using haar features based on worldview-2 images |
publishDate |
2015 |
url |
http://eprints.utm.my/id/eprint/60534/ https://www.researchgate.net/publication/287736016_Young_Oil_Palm_Recognition_using_Haar_Features_Based_on_WorldView-2_Images |
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13.18916 |