A novel 3D insect detection and monitoring system in plants based on deep learning

被引:0
作者
Choi, Nak Jung [1 ]
Ku, Kibon [2 ]
Mansoor, Sheikh [2 ]
Chung, Yong Suk [2 ]
Tuan, Thai Thanh [2 ]
机构
[1] Natl Inst Crop Sci, Rural Dev Adm, Crop Fdn Div, Wonju, Jeonrabug Do, South Korea
[2] Jeju Natl Univ, Dept Plant Resources & Environm, Jeju, South Korea
关键词
insect; 3D reconstruction; behavior analysis; monitoring; habit exploration; BIG DATA; AGRICULTURE; CHALLENGES;
D O I
10.3389/fpls.2023.1236154
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Insects can have a significant impact on biodiversity, ecology, and the economy. Certain insects, such as aphids, caterpillars, and beetles, feed on plant tissues, including leaves, stems, and fruits. They can cause direct damage by chewing on the plant parts, resulting in holes, defoliation, or stunted growth. This can weaken the plant and affect its overall health and productivity. Therefore, the aim of this research was to develop a model system that can identify insects and track their behavior, movement, size, and habits. We successfully built a 3D monitoring system that can track insects over time, facilitating the exploration of their habits and interactions with plants and crops. This technique can assist researchers in comprehending insect behavior and ecology, and it can be beneficial for further research in these areas.
引用
收藏
页数:12
相关论文
共 28 条
[1]  
[Anonymous], 2023, MPLOT3D TOOLK
[2]  
[Anonymous], 2023, IM ANN TOOL LAB
[3]   Forest pests and their management in the Anthropocene [J].
Ayres, Matthew P. ;
Lombardero, Maria J. .
CANADIAN JOURNAL OF FOREST RESEARCH, 2018, 48 (03) :292-301
[4]   Sensor-based outdoor monitoring of insects in arable crops for their precise control [J].
Bieganowski, Andrzej ;
Dammer, Karl-Heinz ;
Siedliska, Anna ;
Bzowska-Bakalarz, Malgorzata ;
Beres, Pawel K. ;
Dabrowska-Zielinska, Katarzyna ;
Pflanz, Michael ;
Schirrmann, Michael ;
Garz, Andreas .
PEST MANAGEMENT SCIENCE, 2021, 77 (03) :1109-1114
[5]   Massive yet grossly underestimated global costs of invasive insects [J].
Bradshaw, Corey J. A. ;
Leroy, Boris ;
Bellard, Celine ;
Roiz, David ;
Albert, Celine ;
Fournier, Alice ;
Barbet-Massin, Morgane ;
Salles, Jean-Michel ;
Simard, Frederic ;
Courchamp, Franck .
NATURE COMMUNICATIONS, 2016, 7
[6]   Interception frequency of exotic bark and ambrosia beetles (Coleoptera: Scolytinae) and relationship with establishment in New Zealand and worldwide [J].
Brockerhoff, EG ;
Bain, J ;
Kimberley, M ;
Knízek, M .
CANADIAN JOURNAL OF FOREST RESEARCH-REVUE CANADIENNE DE RECHERCHE FORESTIERE, 2006, 36 (02) :289-298
[7]   Influence of invasive pest and natural enemies on entomofauna formation in the Sochi region [J].
Bugaeva, Ludmila ;
Kashutina, Evgeniya ;
Ignateva, Tatyna .
IV ALL-RUSSIAN PLANT PROTECTION CONGRESS WITH INTERNATIONAL PARTICIPATION: PHYTOSANITARY TECHNOLOGIES IN ENSURING INDEPENDENCE AND COMPETITIVENESS OF THE AGRICULTURAL SECTOR OF RUSSIA, 2020, 18
[8]   Monitoring, Assessment and Management of Forest Insect Pests and Diseases [J].
Choi, Won Il ;
Park, Young-Seuk .
FORESTS, 2019, 10 (10)
[9]  
Dent D., 2000, Insect pest management, P14, DOI 10.1079/9780851993409.0014
[10]   Remote monitoring of the Bactrocera oleae (Gmelin) (Diptera: Tephritidae) population using an automated McPhail trap [J].
Doitsidis, Lefteris ;
Fouskitakis, George N. ;
Varikou, Kyriaki N. ;
Rigakis, Iraklis I. ;
Chatzichristofis, Sawas A. ;
Papafilippaki, Androniki K. ;
Birouraki, Athanasia E. .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2017, 137 :69-78