Deep Neural Networks for Halyomorpha Halys Detection

被引：0

作者：

Dinca, Alexandru ^{[1
]}

Angelescu, Nicoleta ^{[2
]}

Ichim, Loretta ^{[1
]}

Popescu, Dan ^{[1
]}

机构：

[1] Univ Politehn Bucuresti, Fac Automat Control & Comp Sci, Bucharest, Romania

[2] Valahia Univ Targoviste, Fac Elect Engn Elect & Informat Technol, Targoviste, Romania

来源：

2023 31ST MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION, MED | 2023年

关键词：

convolutional neural networks; image classification; Halyomorpha Halys; pest detection; agriculture;

D O I：

10.1109/MED59994.2023.10185751

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Pest detection and identification in a timely manner is a crucial step for precision agriculture. Halyomorpha Halys is a common pest whose negative effects are known in agricultural areas and on various crops. The present work implemented and studied four performant neural networks, VGG19_BN, EfficientNetB7, DenseNet161, and ResNet152 for the detection of these insects. Although the detection of these insects in the natural environment through automated means, excluding traps, is a challenge, the results obtained are promising.

引用

页码：317 / 322

页数：6

共 50 条

[31] Monitoring 2.0: Update on the Halyomorpha halys Invasion of Trentino
Malek, Robert
Zapponi, Livia
Eriksson, Anna
Ciolli, Marco
Mazzoni, Valerio
Anfora, Gianfranco
Tattoni, Clara
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2019, 8 (12)
[32] Timing of failed parasitoid development in Halyomorpha halys eggs
Konopka, Joanna K.
Poinapen, Danny
Gariepy, Tara
Holdsworth, David W.
McNeil, Jeremy N.
BIOLOGICAL CONTROL, 2020, 141
[33] Is Halyomorpha halys (Hemiptera: Pentatomidae) a threat to California rice?
Aghaee, Mohammad-Amir
Rice, Stacey Lee
Milnes, Joshua M.
Goding, Kevin M.
Godfrey, Larry D.
CROP PROTECTION, 2018, 111 : 1 - 5
[34] Compensating for effects of autotomy on locomotion in stink bugs (Halyomorpha halys)
Jubb, Lilian
Jackson, Brandon
INTEGRATIVE AND COMPARATIVE BIOLOGY, 2024, 64 : S255 - S255
[35] New insights from the virome of Halyomorpha halys (Stal, 1855)
Giovannini, Lucrezia
Mazza, Giuseppe
Chitarra, Walter
Sabbatini-Peverieri, Giuseppino
Sonnati, Claudio
Roversi, Pio Federico
Nerva, Luca
VIRUS RESEARCH, 2022, 316
[36] Characterization of Olive Fruit Damage Induced by Invasive Halyomorpha halys
Daher, Elissa
Chierici, Elena
Urbani, Stefania
Cinosi, Nicola
Rondoni, Gabriele
Servili, Maurizio
Famiani, Franco
Conti, Eric
INSECTS, 2023, 14 (11)
[37] Predation and Parasitism of Halyomorpha halys (Hemiptera: Pentatomidae) Eggs in Minnesota
Pezzini, Daniela T.
Santacruz, Erica C. Nystrom
Koch, Robert L.
ENVIRONMENTAL ENTOMOLOGY, 2018, 47 (04) : 812 - 821
[38] Monoterpenes-induced toxicity in nymphal stages of Halyomorpha halys
Luca Finetti
Stefano Civolani
Giovanni Bernacchia
Journal of Plant Diseases and Protection, 2021, 128 : 1371 - 1375
[39] Citizen science and early detection of invasive species: phenology of first occurrences of Halyomorpha halys in Southern Europe
Lara Maistrello
Paride Dioli
Massimo Bariselli
Gian Lorenzo Mazzoli
Isabella Giacalone-Forini
Biological Invasions, 2016, 18 : 3109 - 3116
[40] Stress detection using deep neural networks
Li, Russell
Liu, Zhandong
BMC MEDICAL INFORMATICS AND DECISION MAKING, 2020, 20 (Suppl 11)

← 1 2 3 4 5 →