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In-Field Wheat Reflectance: How to Reach the Organ Scale?

The reflectance of wheat crops provides information on their architecture or physiology. However, the methods currently used for close-range reflectance computation do not allow for the separation of the wheat canopy organs: the leaves and the ears. This study details a method to achieve high-throug...

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Autores principales: Dandrifosse, Sébastien, Carlier, Alexis, Dumont, Benjamin, Mercatoris, Benoît
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9101491/
https://www.ncbi.nlm.nih.gov/pubmed/35591041
http://dx.doi.org/10.3390/s22093342
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author Dandrifosse, Sébastien
Carlier, Alexis
Dumont, Benjamin
Mercatoris, Benoît
author_facet Dandrifosse, Sébastien
Carlier, Alexis
Dumont, Benjamin
Mercatoris, Benoît
author_sort Dandrifosse, Sébastien
collection PubMed
description The reflectance of wheat crops provides information on their architecture or physiology. However, the methods currently used for close-range reflectance computation do not allow for the separation of the wheat canopy organs: the leaves and the ears. This study details a method to achieve high-throughput measurements of wheat reflectance at the organ scale. A nadir multispectral camera array and an incident light spectrometer were used to compute bi-directional reflectance factor (BRF) maps. Image thresholding and deep learning ear detection allowed for the segmentation of the ears and the leaves in the maps. The results showed that the BRF measured on reference targets was constant throughout the day but varied with the acquisition date. The wheat organ BRF was constant throughout the day in very cloudy conditions and with high sun altitudes but showed gradual variations in the morning under sunny or partially cloudy sky. As a consequence, measurements should be performed close to solar noon and the reference panel should be captured at the beginning and end of each field trip to correct the BRF. The method, with such precautions, was tested all throughout the wheat growing season on two varieties and various canopy architectures generated by a fertilization gradient. The method yielded consistent reflectance dynamics in all scenarios.
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spelling pubmed-91014912022-05-14 In-Field Wheat Reflectance: How to Reach the Organ Scale? Dandrifosse, Sébastien Carlier, Alexis Dumont, Benjamin Mercatoris, Benoît Sensors (Basel) Article The reflectance of wheat crops provides information on their architecture or physiology. However, the methods currently used for close-range reflectance computation do not allow for the separation of the wheat canopy organs: the leaves and the ears. This study details a method to achieve high-throughput measurements of wheat reflectance at the organ scale. A nadir multispectral camera array and an incident light spectrometer were used to compute bi-directional reflectance factor (BRF) maps. Image thresholding and deep learning ear detection allowed for the segmentation of the ears and the leaves in the maps. The results showed that the BRF measured on reference targets was constant throughout the day but varied with the acquisition date. The wheat organ BRF was constant throughout the day in very cloudy conditions and with high sun altitudes but showed gradual variations in the morning under sunny or partially cloudy sky. As a consequence, measurements should be performed close to solar noon and the reference panel should be captured at the beginning and end of each field trip to correct the BRF. The method, with such precautions, was tested all throughout the wheat growing season on two varieties and various canopy architectures generated by a fertilization gradient. The method yielded consistent reflectance dynamics in all scenarios. MDPI 2022-04-27 /pmc/articles/PMC9101491/ /pubmed/35591041 http://dx.doi.org/10.3390/s22093342 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Dandrifosse, Sébastien
Carlier, Alexis
Dumont, Benjamin
Mercatoris, Benoît
In-Field Wheat Reflectance: How to Reach the Organ Scale?
title In-Field Wheat Reflectance: How to Reach the Organ Scale?
title_full In-Field Wheat Reflectance: How to Reach the Organ Scale?
title_fullStr In-Field Wheat Reflectance: How to Reach the Organ Scale?
title_full_unstemmed In-Field Wheat Reflectance: How to Reach the Organ Scale?
title_short In-Field Wheat Reflectance: How to Reach the Organ Scale?
title_sort in-field wheat reflectance: how to reach the organ scale?
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9101491/
https://www.ncbi.nlm.nih.gov/pubmed/35591041
http://dx.doi.org/10.3390/s22093342
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