Early Detection of Plant Viral Disease Using Hyperspectral Imaging and Deep Learning

Early Detection of Plant Viral Disease Using Hyperspectral Imaging and Deep Learning

Early detection of grapevine viral diseases is critical for early interventions in order to prevent the disease from spreading to the entire vineyard. Hyperspectral remote sensing can potentially detect and quantify viral diseases in a nondestructive manner. This study utilized hyperspectral imagery...

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Bibliographic Details
Main Authors: Canh Nguyen, Vasit Sagan, Matthew Maimaitiyiming, Maitiniyazi Maimaitijiang, Sourav Bhadra, Misha T. Kwasniewski
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Sensors
Subjects:
plant disease
spectral statistics
machine learning
2D-CNN
3D-CNN
grapevine vein-clearing virus (GVCV)
Online Access:https://www.mdpi.com/1424-8220/21/3/742

Internet

https://www.mdpi.com/1424-8220/21/3/742

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