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Improved weed mapping in corn fields by combining UAV-based spectral, textural, structural, and thermal measurements

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成果类型:
期刊论文
作者:
Xu, Binyuan;Meng, Ran;Chen, Gengshen;Liang, Linlin;Lv, Zhengang;...
通讯作者:
Ran Meng<&wdkj&>Ran Meng Ran Meng Ran Meng
作者机构:
[Meng, Ran; Lv, Zhengang; Zhou, Longfei; Xu, Binyuan; Sun, Rui] Huazhong Agr Univ, Coll Resources & Environm, Wuhan, Peoples R China.
[Meng, Ran] HIT Inst Artificial Intelligence Co Ltd, Harbin, Peoples R China.
[Yang, Wanneng; Chen, Gengshen] Huazhong Agr Univ, Natl Ctr Plant Gene Res Wuhan, Natl Key Lab Crop Genet Improvement, Hubei Hongshan Lab, Wuhan, Peoples R China.
[Liang, Linlin] Chinese Acad Sci, Aerosp Informat Res Inst, Beijing, Peoples R China.
[Zhao, Feng] Cent China Normal Univ, Coll Urban & Environm Sci, Key Lab Geog Proc Anal & Simulat Hubei Prov, Wuhan, Peoples R China.
通讯机构:
[Ran Meng; Ran Meng Ran Meng Ran Meng] C
College of Resources and Environment, Huazhong Agricultural University, Wuhan, China<&wdkj&>HIT Institute for Artificial Intelligence Co. Ltd, Harbin, China
语种:
英文
关键词:
multisource remote sensing;thermal feature;machine learning;weed mapping;smart agriculture
期刊:
Pest Management Science
ISSN:
1526-498X
年:
2023
卷:
79
期:
7
页码:
2591-2602
基金类别:
Key Research and Development Program of Heilongjiang, China [2022ZX01A25]; HZAU Research Startup Fund [11041810341, 41901382]; National Natural Science Foundation of China [SZYJY2022014]; Huazhong Agricultural University; Shenzhen Institute of Agricultural Genomics; [11041810340]
机构署名:
本校为其他机构
院系归属:
城市与环境科学学院
摘要:
Thermal measurement is complementary to weed mapping and the combination of texture, structure, and thermal features achieves the best mapping accuracy. Abstract BACKGROUND Spatial‐explicit weed information is critical for controlling weed infestation and reducing corn yield losses. The development of unmanned aerial vehicle (UAV)‐based remote sensing presents an unprecedented opportunity for efficient, timely weed mapping. Spectral, textural, and structural measurements have been used for weed mapping, whereas thermal measurements—for examp...

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