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Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys

There are many advantages to transitioning from conducting marine wildlife surveys via human observers onboard light-aircraft, to capturing aerial imagery using drones. However, it is important to maintain the validity of long-term data series whilst transitioning from observer to imagery surveys. W...

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Detalles Bibliográficos
Autores principales: Hodgson, Amanda J., Kelly, Nat, Peel, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10629383/
https://www.ncbi.nlm.nih.gov/pubmed/37941930
http://dx.doi.org/10.7717/peerj.16186
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author Hodgson, Amanda J.
Kelly, Nat
Peel, David
author_facet Hodgson, Amanda J.
Kelly, Nat
Peel, David
author_sort Hodgson, Amanda J.
collection PubMed
description There are many advantages to transitioning from conducting marine wildlife surveys via human observers onboard light-aircraft, to capturing aerial imagery using drones. However, it is important to maintain the validity of long-term data series whilst transitioning from observer to imagery surveys. We need to understand how the detection rates of target species in images compare to those collected from observers in piloted aircraft, and the factors influencing detection rates from each platform. We conducted trial ScanEagle drone surveys of dugongs in Shark Bay, Western Australia, covering the full extent of the drone’s range (∼100 km), concurrently with observer surveys, with the drone flying above or just behind the piloted aircraft. We aimed to test the assumption that drone imagery could provide comparable detection rates of dugongs to human observers when influenced by same environmental conditions. Overall, the dugong sighting rate (i.e., count of individual dugongs) was 1.3 (95% CI [0.98–1.84]) times higher from the drone images than from the observers. The group sighting rate was similar for the two platforms, however the group sizes detected within the drone images were significantly larger than those recorded by the observers, which explained the overall difference in sighting rates. Cloud cover appeared to be the only covariate affecting the two platforms differently; the incidence of cloud cover resulted in smaller group sizes being detected by both platforms, but the observer group sizes dropped much more dramatically (by 71% (95% CI [31–88]) compared to no cloud) than the group sizes detected in the drone images (14% (95% CI [−28–57])). Water visibility and the Beaufort sea state also affected dugong counts and group sizes, but in the same way for both platforms. This is the first direct simultaneous comparison between sightings from observers in piloted aircraft and a drone and demonstrates the potential for drone surveys over a large spatial-scale.
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spelling pubmed-106293832023-11-08 Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys Hodgson, Amanda J. Kelly, Nat Peel, David PeerJ Conservation Biology There are many advantages to transitioning from conducting marine wildlife surveys via human observers onboard light-aircraft, to capturing aerial imagery using drones. However, it is important to maintain the validity of long-term data series whilst transitioning from observer to imagery surveys. We need to understand how the detection rates of target species in images compare to those collected from observers in piloted aircraft, and the factors influencing detection rates from each platform. We conducted trial ScanEagle drone surveys of dugongs in Shark Bay, Western Australia, covering the full extent of the drone’s range (∼100 km), concurrently with observer surveys, with the drone flying above or just behind the piloted aircraft. We aimed to test the assumption that drone imagery could provide comparable detection rates of dugongs to human observers when influenced by same environmental conditions. Overall, the dugong sighting rate (i.e., count of individual dugongs) was 1.3 (95% CI [0.98–1.84]) times higher from the drone images than from the observers. The group sighting rate was similar for the two platforms, however the group sizes detected within the drone images were significantly larger than those recorded by the observers, which explained the overall difference in sighting rates. Cloud cover appeared to be the only covariate affecting the two platforms differently; the incidence of cloud cover resulted in smaller group sizes being detected by both platforms, but the observer group sizes dropped much more dramatically (by 71% (95% CI [31–88]) compared to no cloud) than the group sizes detected in the drone images (14% (95% CI [−28–57])). Water visibility and the Beaufort sea state also affected dugong counts and group sizes, but in the same way for both platforms. This is the first direct simultaneous comparison between sightings from observers in piloted aircraft and a drone and demonstrates the potential for drone surveys over a large spatial-scale. PeerJ Inc. 2023-11-03 /pmc/articles/PMC10629383/ /pubmed/37941930 http://dx.doi.org/10.7717/peerj.16186 Text en ©2023 Hodgson et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited.
spellingShingle Conservation Biology
Hodgson, Amanda J.
Kelly, Nat
Peel, David
Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
title Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
title_full Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
title_fullStr Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
title_full_unstemmed Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
title_short Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
title_sort drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
topic Conservation Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10629383/
https://www.ncbi.nlm.nih.gov/pubmed/37941930
http://dx.doi.org/10.7717/peerj.16186
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