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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Published in:PeerJ
Main Authors: Hodgson, Amanda J., Kelly, Nat, Peel, David
Other Authors: Australian Marine Mammal Centre
Format: Article in Journal/Newspaper
Language:English
Published: PeerJ 2023
Subjects:
Online Access:http://dx.doi.org/10.7717/peerj.16186
https://peerj.com/articles/16186.pdf
https://peerj.com/articles/16186.xml
https://peerj.com/articles/16186.html
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spelling crpeerj:10.7717/peerj.16186 2024-06-02T08:04:14+00:00 Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys Hodgson, Amanda J. Kelly, Nat Peel, David Australian Marine Mammal Centre 2023 http://dx.doi.org/10.7717/peerj.16186 https://peerj.com/articles/16186.pdf https://peerj.com/articles/16186.xml https://peerj.com/articles/16186.html en eng PeerJ https://creativecommons.org/licenses/by/4.0/ PeerJ volume 11, page e16186 ISSN 2167-8359 journal-article 2023 crpeerj https://doi.org/10.7717/peerj.16186 2024-05-07T14:13:41Z 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. Article in Journal/Newspaper Beaufort Sea PeerJ Publishing PeerJ 11 e16186
institution Open Polar
collection PeerJ Publishing
op_collection_id crpeerj
language English
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.
author2 Australian Marine Mammal Centre
format Article in Journal/Newspaper
author Hodgson, Amanda J.
Kelly, Nat
Peel, David
spellingShingle Hodgson, Amanda J.
Kelly, Nat
Peel, David
Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
author_facet Hodgson, Amanda J.
Kelly, Nat
Peel, David
author_sort Hodgson, Amanda J.
title 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_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_sort drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
publisher PeerJ
publishDate 2023
url http://dx.doi.org/10.7717/peerj.16186
https://peerj.com/articles/16186.pdf
https://peerj.com/articles/16186.xml
https://peerj.com/articles/16186.html
genre Beaufort Sea
genre_facet Beaufort Sea
op_source PeerJ
volume 11, page e16186
ISSN 2167-8359
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op_doi https://doi.org/10.7717/peerj.16186
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