A Rapid and Highly Efficient Method for the Identification of Soybean Seed Varieties: Hyperspectral Images Combined with Transfer Learning

A Rapid and Highly Efficient Method for the Identification of Soybean Seed Varieties: Hyperspectral Images Combined with Transfer Learning

Convolutional neural network (CNN) can be used to quickly identify crop seed varieties. 1200 seeds of ten soybean varieties were selected, hyperspectral images of both the front and the back of the seeds were collected, and the reflectance of soybean was derived from the hyperspectral images. A tota...

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Bibliographic Details
Main Authors: Shaolong Zhu, Jinyu Zhang, Maoni Chao, Xinjuan Xu, Puwen Song, Jinlong Zhang, Zhongwen Huang
Format: Article
Language:English
Published: MDPI AG 2019-12-01
Series:Molecules
Subjects:
hyperspectral image
transfer learning
pretrained network
soybean seed
variety identification
Online Access:https://www.mdpi.com/1420-3049/25/1/152

Internet

https://www.mdpi.com/1420-3049/25/1/152

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