Aerial Identification of Amazonian Palms in High-Density Forest Using Deep Learning

Aerial Identification of Amazonian Palms in High-Density Forest Using Deep Learning

This paper presents an integrated aerial system for the identification of Amazonian Moriche palm (<i>Mauritia flexuosa</i>) in dense forests, by analyzing the UAV-captured RGB imagery using a Mask R-CNN deep learning approach. The model was trained with 478 labeled palms, using the trans...

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Bibliographic Details
Main Authors: Willintong Marin, Ivan F. Mondragon, Julian D. Colorado
Format: Article
Language:English
Published: MDPI AG 2022-04-01
Series:Forests
Subjects:
Amazon Palm Moriche (<i>Mauritia flexuosa</i>)
dense forests
precision agriculture
Mask R-CNN model
deep learning
convolutional neural networks
Online Access:https://www.mdpi.com/1999-4907/13/5/655

Internet

https://www.mdpi.com/1999-4907/13/5/655

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