Identification of Soybean Varieties Using Hyperspectral Imaging Coupled with Convolutional Neural Network

Identification of Soybean Varieties Using Hyperspectral Imaging Coupled with Convolutional Neural Network

Soybean variety is connected to stress resistance ability, as well as nutritional and commercial value. Near-infrared hyperspectral imaging was applied to classify three varieties of soybeans (Zhonghuang37, Zhonghuang41, and Zhonghuang55). Pixel-wise spectra were extracted and preprocessed, and aver...

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Bibliographic Details
Main Authors: Susu Zhu, Lei Zhou, Chu Zhang, Yidan Bao, Baohua Wu, Hangjian Chu, Yue Yu, Yong He, Lei Feng
Format: Article
Language:English
Published: MDPI AG 2019-09-01
Series:Sensors
Subjects:
soybean
hyperspectral imaging technology
convolutional neural network
pixel-wise spectra
a majority vote
Online Access:https://www.mdpi.com/1424-8220/19/19/4065

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https://www.mdpi.com/1424-8220/19/19/4065

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