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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Bibliographic Details
Published in:PeerJ
Main Authors: Amanda J. Hodgson, Nat Kelly, David Peel
Format: Article in Journal/Newspaper
Language:English
Published: PeerJ Inc. 2023
Subjects:
UAV
R
Online Access:https://doi.org/10.7717/peerj.16186
https://doaj.org/article/5b67dce19e914047afbd5c7445b9b633
id ftdoajarticles:oai:doaj.org/article:5b67dce19e914047afbd5c7445b9b633
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spelling ftdoajarticles:oai:doaj.org/article:5b67dce19e914047afbd5c7445b9b633 2024-01-07T09:42:26+01:00 Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys Amanda J. Hodgson Nat Kelly David Peel 2023-11-01T00:00:00Z https://doi.org/10.7717/peerj.16186 https://doaj.org/article/5b67dce19e914047afbd5c7445b9b633 EN eng PeerJ Inc. https://peerj.com/articles/16186.pdf https://peerj.com/articles/16186/ https://doaj.org/toc/2167-8359 doi:10.7717/peerj.16186 2167-8359 https://doaj.org/article/5b67dce19e914047afbd5c7445b9b633 PeerJ, Vol 11, p e16186 (2023) Drone UAV Unoccupied aerial system Dugong Aerial survey Imagery Medicine R Biology (General) QH301-705.5 article 2023 ftdoajarticles https://doi.org/10.7717/peerj.16186 2023-12-10T01:50:38Z 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 Directory of Open Access Journals: DOAJ Articles PeerJ 11 e16186
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Drone
UAV
Unoccupied aerial system
Dugong
Aerial survey
Imagery
Medicine
R
Biology (General)
QH301-705.5
spellingShingle Drone
UAV
Unoccupied aerial system
Dugong
Aerial survey
Imagery
Medicine
R
Biology (General)
QH301-705.5
Amanda J. Hodgson
Nat Kelly
David Peel
Drone images afford more detections of marine wildlife than real-time observers during simultaneous large-scale surveys
topic_facet Drone
UAV
Unoccupied aerial system
Dugong
Aerial survey
Imagery
Medicine
R
Biology (General)
QH301-705.5
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.
format Article in Journal/Newspaper
author Amanda J. Hodgson
Nat Kelly
David Peel
author_facet Amanda J. Hodgson
Nat Kelly
David Peel
author_sort Amanda J. Hodgson
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 Inc.
publishDate 2023
url https://doi.org/10.7717/peerj.16186
https://doaj.org/article/5b67dce19e914047afbd5c7445b9b633
genre Beaufort Sea
genre_facet Beaufort Sea
op_source PeerJ, Vol 11, p e16186 (2023)
op_relation https://peerj.com/articles/16186.pdf
https://peerj.com/articles/16186/
https://doaj.org/toc/2167-8359
doi:10.7717/peerj.16186
2167-8359
https://doaj.org/article/5b67dce19e914047afbd5c7445b9b633
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container_title PeerJ
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