Classifying Wheat Hyperspectral Pixels of Healthy Heads and Fusarium Head Blight Disease Using a Deep Neural Network in the Wild Field

Classifying Wheat Hyperspectral Pixels of Healthy Heads and Fusarium Head Blight Disease Using a Deep Neural Network in the Wild Field

Classification of healthy and diseased wheat heads in a rapid and non-destructive manner for the early diagnosis of Fusarium head blight disease research is difficult. Our work applies a deep neural network classification algorithm to the pixels of hyperspectral image to accurately discern the disea...

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Bibliographic Details
Main Authors: Xiu Jin, Lu Jie, Shuai Wang, Hai Jun Qi, Shao Wen Li
Format: Article
Language:English
Published: MDPI AG 2018-03-01
Series:Remote Sensing
Subjects:
Fusarium head blight disease
hyperspectral image
classification
deep convolution recurrent neural network (DCRNN)
bidirectional recurrent neural network
Online Access:http://www.mdpi.com/2072-4292/10/3/395

Internet

http://www.mdpi.com/2072-4292/10/3/395

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