Deep learning and hyperspectral features for seedling stage identification of barnyard grass in paddy field

Deep learning and hyperspectral features for seedling stage identification of barnyard grass in paddy field

Barnyard grass, a pernicious weed thriving in rice fields, poses a significant challenge to agricultural productivity. Detection of barnyard grass before the four-leaf stage is critical for effective control measures. However, due to their striking visual similarity, separating them from rice seedli...

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Bibliographic Details
Main Authors: Siqiao Tan, Qiang Xie, Wenshuai Zhu, Yangjun Deng, Lei Zhu, Xiaoqiao Yu, Zheming Yuan, Yuan Chen
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-02-01
Series:Frontiers in Plant Science
Subjects:
hyperspectral features
rice
barnyard grass
convolutional neural network
DeepBGS
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Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2025.1507442/full
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https://www.frontiersin.org/articles/10.3389/fpls.2025.1507442/full

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