Classical and machine learning tools for identifying yellow-seeded Brassica napus by fusion of hyperspectral features

Classical and machine learning tools for identifying yellow-seeded Brassica napus by fusion of hyperspectral features

IntroductionDue to its favorable traits-such as lower lignin content, higher oil concentration, and increased protein levels-the genetic improvement of yellow-seeded rapeseed has attracted more attention than other rapeseed color variations. Traditionally, yellow-seeded rapeseed has been identified...

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Bibliographic Details
Main Authors: Fan Liu, Fang Wang, Zaiqi Zhang, Liang Cao, Jinran Wu, You-Gan Wang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Genetics
Subjects:
rapeseed (Brassica napus)
yellow-seeded
hyperspectral feature
logistic regression
partial least squares regression
machine learning
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2024.1518205/full
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