Hyperspectral-to-image transform and CNN transfer learning enhancing soybean LCC estimation

Jibo Yue,Hao Yang,Haikuan Feng,Shaoyu Han,Chengquan Zhou,Yuanyuan Fu,Wei Guo,Xinming Ma,Hongbo Qiao,Guijun Yang

Computers and Electronics in Agriculture（2023）

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摘要

•Hyperspectral-to-image transform technique converts hyperspectral reflectance into images.•A 2D CNN architecture was proposed for leaf chlorophyll content (LCC) estimation.•An LCCNet was pre-trained based on a PROSAIL RTM dataset.•Reusing CNN layer information of LCCNet improved the soybean LCC estimation.

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关键词

LCC,Convolutional neural network,Hyperspectral,Remote sensing,UAV

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