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In-Field Tobacco Leaf Maturity Detection with an Enhanced MobileNetV1: Incorporating a Feature Pyramid Network and Attention Mechanism

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成果类型:
期刊论文
作者:
Zhang, Yi;Zhu, Yushuang;Liu, Xiongwei;Lu, Yingjian;Liu, Chan;...
通讯作者:
Fan, W
作者机构:
[Liu, Chan; Liu, Xiongwei; Zhang, Yi; Lu, Yingjian; Zhu, Yushuang; Zhou, Xixin] Hunan Agr Univ, Coll Biosci & Biotechnol, Changsha 410128, Peoples R China.
[Fan, Wei; Fan, W] Hunan Agr Univ, Coll Food Sci & Technol, Changsha 410128, Peoples R China.
通讯机构:
[Fan, W ] H
Hunan Agr Univ, Coll Food Sci & Technol, Changsha 410128, Peoples R China.
语种:
英文
关键词:
leaf maturity;in situ recognition;lightweight CNN;Feature Pyramid Network (FPN);attention mechanism;deep learning;precision agriculture
期刊:
Sensors
ISSN:
1424-3210
年:
2023
卷:
23
期:
13
页码:
5964-
基金类别:
Conceptualization, Y.Z. (Yi Zhang) and W.F.; methodology, Y.Z. (Yi Zhang); software, C.L.; validation, Y.Z. (Yi Zhang) and Y.Z. (Yushuang Zhu); formal analysis, Y.Z. (Yushuang Zhu); investigation, X.L. and Y.L.; resources, C.L., X.L. and Y.L.; data curation, W.F.; writing—original draft preparation, Y.Z. (Yi Zhang); writing—review and editing, Y.Z. (Yushuang Zhu) and W.F.; visualization, Y.Z. (Yi Zhang) and Y.Z. (Yushuang Zhu); supervision, W.F. and X.Z.; project administration, W.F. and X.Z.; funding acquisition, X.Z., W.F. and Y.Z. (Yi Zhang). All authors have read and agreed to the published version of the manuscript. This research was funded by the Key Project of the Hunan Provincial Department of Education (20A230); Project of Hengyang Tobacco Company (2021430481240017).
机构署名:
本校为第一且通讯机构
院系归属:
食品科学技术学院
生物科学技术学院
摘要:
The maturity of tobacco leaves plays a decisive role in tobacco production, affecting the quality of the leaves and production control. Traditional recognition of tobacco leaf maturity primarily relies on manual observation and judgment, which is not only inefficient but also susceptible to subjective interference. Particularly in complex field environments, there is limited research on in situ field maturity recognition of tobacco leaves, making maturity recognition a significant challenge. In response to this problem, this study proposed a Mo...

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