Deep Convolutional Neural Network for Large-Scale Date Palm Tree Mapping from UAV-Based Images

Deep Convolutional Neural Network for Large-Scale Date Palm Tree Mapping from UAV-Based Images

Large-scale mapping of date palm trees is vital for their consistent monitoring and sustainable management, considering their substantial commercial, environmental, and cultural value. This study presents an automatic approach for the large-scale mapping of date palm trees from very-high-spatial-res...

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Bibliographic Details
Main Authors: Mohamed Barakat A. Gibril, Helmi Zulhaidi Mohd Shafri, Abdallah Shanableh, Rami Al-Ruzouq, Aimrun Wayayok, Shaiful Jahari Hashim
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Remote Sensing
Subjects:
date palm trees
tree species classification
semantic segmentation
fully convolutional neural networks
unmanned aerial vehicle (UAV)
Online Access:https://www.mdpi.com/2072-4292/13/14/2787

Internet

https://www.mdpi.com/2072-4292/13/14/2787

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