Development of a low-cost imaging system for remote mosquito surveillance.


Journal

Biomedical optics express
ISSN: 2156-7085
Titre abrégé: Biomed Opt Express
Pays: United States
ID NLM: 101540630

Informations de publication

Date de publication:
01 May 2020
Historique:
received: 04 11 2019
revised: 01 03 2020
accepted: 24 03 2020
entrez: 6 6 2020
pubmed: 6 6 2020
medline: 6 6 2020
Statut: epublish

Résumé

Targeted vector control strategies aiming to prevent mosquito borne disease are severely limited by the logistical burden of vector surveillance, the monitoring of an area to understand mosquito species composition, abundance and spatial distribution. We describe development of an imaging system within a mosquito trap to remotely identify caught mosquitoes, including selection of the image resolution requirement, a design to meet that specification, and evaluation of the system. The necessary trap image resolution was determined to be 16 lp/mm, or 31.25um. An optics system meeting these specifications was implemented in a BG-GAT mosquito trap. Its ability to provide images suitable for accurate specimen identification was evaluated by providing entomologists with images of individual specimens, taken either with a microscope or within the trap and asking them to provide a species identification, then comparing these results. No difference in identification accuracy between the microscope and the trap images was found; however, due to limitations of human species classification from a single image, the system is only able to provide accurate genus-level mosquito classification. Further integration of this system with machine learning computer vision algorithms has the potential to provide near-real time mosquito surveillance data at the species level.

Identifiants

pubmed: 32499943
doi: 10.1364/BOE.382391
pii: 382391
pmc: PMC7249828
doi:

Types de publication

Journal Article

Langues

eng

Pagination

2560-2569

Informations de copyright

© 2020 Optical Society of America under the terms of the OSA Open Access Publishing Agreement.

Déclaration de conflit d'intérêts

The Authors disclose that the following authors have conflict of interest due to affiliation with VecTech LLC, which has an interest in technologies aimed at empowering the fight against mosquito borne disease: Tristan Ford, owner and officer; Margaret Glancey, officer; Adam Goodwin, officer.

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Auteurs

Adam Goodwin (A)

Center for Bioengineering Innovation and Design, Biomedical Engineering Department, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218, USA.

Margaret Glancey (M)

Center for Bioengineering Innovation and Design, Biomedical Engineering Department, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218, USA.

Tristan Ford (T)

Center for Bioengineering Innovation and Design, Biomedical Engineering Department, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218, USA.

Laura Scavo (L)

Center for Bioengineering Innovation and Design, Biomedical Engineering Department, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218, USA.

Jewell Brey (J)

Center for Bioengineering Innovation and Design, Biomedical Engineering Department, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218, USA.

Collyn Heier (C)

Center for Bioengineering Innovation and Design, Biomedical Engineering Department, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218, USA.

Nicholas J Durr (NJ)

Center for Bioengineering Innovation and Design, Biomedical Engineering Department, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218, USA.

Soumyadipta Acharya (S)

Center for Bioengineering Innovation and Design, Biomedical Engineering Department, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218, USA.

Classifications MeSH