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

Pontificia Universidad Javeriana

Producción: Contribución a una revista › Artículo › revisión exhaustiva

8 Citas (Scopus)

Resumen

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.

Idioma original	Inglés
Número de artículo	655
Publicación	Forests
Volumen	13
N.º	5
DOI	https://doi.org/10.3390/f13050655
Estado	Publicada - may 2022

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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",

journal = "Forests",

issn = "1999-4907",

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AU - Mondragon, Ivan F.

AU - Colorado, Julian D.

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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

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ER -

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

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