Early Detection of Northern Corn Leaf Blight Using Hyperspectral Images Combined With One-Dimensional Convolutional Neural Networks

LU Yang; GU Fu-qian; GU Ying-nan; XU Si-yuan; WANG Peng

doi:10.3964/j.issn.1000-0593(2025)08-2302-09

Spectroscopy and Spectral Analysis, Volume. 45, Issue 8, 2302(2025)

Early Detection of Northern Corn Leaf Blight Using Hyperspectral Images Combined With One-Dimensional Convolutional Neural Networks

LU Yang^1、*, GU Fu-qian¹, GU Ying-nan², XU Si-yuan¹, and WANG Peng^3,4

Author Affiliations

¹College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing　163319, China

²Institute of Agricultural Remote Sensing and Information, Heilongjiang Academy of Agricultural Sciences/Postdoctoral Research Workstation of Heilongjiang Academy of Agricultural Sciences, Harbin　150086, China

³Heilongjiang Provincial Key Laboratory of Networking and Intelligent Control, Northeast Petroleum University, Daqing　163318, China

⁴Sanya Research Institute of Offshore Oil and Gas, Northeast Petroleum University, Sanya　572024, China

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References(4)

[5] [5] Bai Y, Nie C, Liu S, et al. Computers and Electronics in Agriculture, 2024, 225: 109350.

[6] [6] Liu X, Meng K, Zhang K, et al. Frontiers in Plant Science, 2024, 15: 1434163.

[7] [7] Cen Y, Huang Y, Hu S, et al. Remote Sensing, 2022, 14(12): 2882.

[14] [14] Nayak S, Panda M, Palai G. Optik，2020, 212: 164675.

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LU Yang, GU Fu-qian, GU Ying-nan, XU Si-yuan, WANG Peng. Early Detection of Northern Corn Leaf Blight Using Hyperspectral Images Combined With One-Dimensional Convolutional Neural Networks[J]. Spectroscopy and Spectral Analysis, 2025, 45(8): 2302

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Paper Information

Received: Sep. 27, 2024

Accepted: Sep. 5, 2025

Published Online: Sep. 5, 2025

The Author Email: LU Yang (luyanga@sina.com)

DOI:10.3964/j.issn.1000-0593(2025)08-2302-09

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