A Perspective on Plant Phenomics: Coupling Deep Learning and Near-Infrared Spectroscopy

A Perspective on Plant Phenomics: Coupling Deep Learning and Near-Infrared Spectroscopy

The trait-based approach in plant ecology aims at understanding and classifying the diversity of ecological strategies by comparing plant morphology and physiology across organisms. The major drawback of the approach is that the time and financial cost of measuring the traits on many individuals and...

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Bibliographic Details
Main Authors: François Vasseur, Denis Cornet, Grégory Beurier, Julie Messier, Lauriane Rouan, Justine Bresson, Martin Ecarnot, Mark Stahl, Simon Heumos, Marianne Gérard, Hans Reijnen, Pascal Tillard, Benoît Lacombe, Amélie Emanuel, Justine Floret, Aurélien Estarague, Stefania Przybylska, Kevin Sartori, Lauren M. Gillespie, Etienne Baron, Elena Kazakou, Denis Vile, Cyrille Violle
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-05-01
Series:Frontiers in Plant Science
Subjects:
Arabidopsis thaliana
near-infrared spectroscopy (NIRS)
multivariate analysis
machine learning
functional traits
metabolomics
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2022.836488/full

Internet

https://www.frontiersin.org/articles/10.3389/fpls.2022.836488/full

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