Identification of Maize Kernel Varieties Using LF-NMR Combined with Image Data: An Explainable Approach Based on Machine Learning

Identification of Maize Kernel Varieties Using LF-NMR Combined with Image Data: An Explainable Approach Based on Machine Learning

The precise identification of maize kernel varieties is essential for germplasm resource management, genetic diversity conservation, and the optimization of agricultural production. To address the need for rapid and non-destructive variety identification, this study developed a novel interpretable m...

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Bibliographic Details
Main Authors: Chunguang Bi, Xinhua Bi, Jinjing Liu, He Chen, Mohan Wang, Helong Yu, Shaozhong Song
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Plants
Subjects:
maize kernels
LF-NMR
multi-source data
SVM
Shapley value
germplasm resource
Online Access:https://www.mdpi.com/2223-7747/14/1/37
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