The Identification of <i>Fritillaria</i> Species Using Hyperspectral Imaging with Enhanced One-Dimensional Convolutional Neural Networks via Attention Mechanism

The Identification of <i>Fritillaria</i> Species Using Hyperspectral Imaging with Enhanced One-Dimensional Convolutional Neural Networks via Attention Mechanism

Combining deep learning and hyperspectral imaging (HSI) has proven to be an effective approach in the quality control of medicinal and edible plants. Nonetheless, hyperspectral data contains redundant information and highly correlated characteristic bands, which can adversely impact sample identific...

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Bibliographic Details
Main Authors: Huiqiang Hu, Zhenyu Xu, Yunpeng Wei, Tingting Wang, Yuping Zhao, Huaxing Xu, Xiaobo Mao, Luqi Huang
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Foods
Subjects:
medicinal and edible plants
<i>Fritillaria</i> identification
hyperspectral imaging
one-dimensional convolutional neural network
attention mechanism
Online Access:https://www.mdpi.com/2304-8158/12/22/4153

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https://www.mdpi.com/2304-8158/12/22/4153

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