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

Willintong Marin; Ivan F. Mondragon; Julian D. Colorado

doi:10.3390/f13050655

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

Universidad Javeriana

Research output: Contribution to journal › Article › peer-review

8 Scopus citations

Abstract

This paper presents an integrated aerial system for the identification of Amazonian Moriche palm (Mauritia flexuosa) in dense forests, by analyzing the UAV-captured RGB imagery using a Mask R-CNN deep learning approach.

Original language	English
Article number	655
Journal	Forests
Volume	13
Issue number	5
DOIs	https://doi.org/10.3390/f13050655
State	Published - May 2022

Keywords

Amazon Palm Moriche (Mauritia flexuosa)
Mask R-CNN model
convolutional neural networks
deep learning
dense forests
precision agriculture

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title = "Aerial Identification of Amazonian Palms in High-Density Forest Using Deep Learning",

abstract = "This paper presents an integrated aerial system for the identification of Amazonian Moriche palm (Mauritia flexuosa) in dense forests, by analyzing the UAV-captured RGB imagery using a Mask R-CNN deep learning approach.",

keywords = "Amazon Palm Moriche (Mauritia flexuosa), Mask R-CNN model, convolutional neural networks, deep learning, dense forests, precision agriculture",

author = "Willintong Marin and Mondragon, \{Ivan F.\} and Colorado, \{Julian D.\}",

note = "Publisher Copyright: {\textcopyright} 2022 by the authors. Licensee MDPI, Basel, Switzerland.",

year = "2022",

month = may,

doi = "10.3390/f13050655",

language = "English",

volume = "13",

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AU - Mondragon, Ivan F.

AU - Colorado, Julian D.

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AB - This paper presents an integrated aerial system for the identification of Amazonian Moriche palm (Mauritia flexuosa) in dense forests, by analyzing the UAV-captured RGB imagery using a Mask R-CNN deep learning approach.

KW - Amazon Palm Moriche (Mauritia flexuosa)

KW - Mask R-CNN model

KW - convolutional neural networks

KW - deep learning

KW - dense forests

KW - precision agriculture

UR - https://www.scopus.com/pages/publications/85129734707

U2 - 10.3390/f13050655

DO - 10.3390/f13050655

M3 - Article

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SN - 1999-4907

VL - 13

JO - Forests

JF - Forests

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ER -

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

Abstract

Keywords

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