Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery

Regular counts of walruses (Odobenus rosmarus) across their pan-Arctic range are necessary to determine accurate population trends and in turn understand how current rapid changes in their habitat, such as sea ice loss, are impacting them. However, surveying a region as vast and remote as the Arctic...

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Published in:Remote Sensing in Ecology and Conservation
Main Authors: Cubaynes, Hannah C., Forcada, Jaume, Kovacs, Kit M., Lydersen, Christian, Downie, Rod, Fretwell, Peter T.
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2024
Subjects:
Online Access:http://nora.nerc.ac.uk/id/eprint/535967/
https://nora.nerc.ac.uk/id/eprint/535967/1/Remote%20Sens%20Ecol%20Conserv%20-%202024%20-%20Cubaynes%20-%20Walruses%20from%20space%20%20walrus%20counts%20in%20simultaneous%20remotely%20piloted%20aircraft.pdf
https://zslpublications.onlinelibrary.wiley.com/doi/full/10.1002/rse2.391
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spelling ftnerc:oai:nora.nerc.ac.uk:535967 2024-06-23T07:50:20+00:00 Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery Cubaynes, Hannah C. Forcada, Jaume Kovacs, Kit M. Lydersen, Christian Downie, Rod Fretwell, Peter T. 2024-05-21 text http://nora.nerc.ac.uk/id/eprint/535967/ https://nora.nerc.ac.uk/id/eprint/535967/1/Remote%20Sens%20Ecol%20Conserv%20-%202024%20-%20Cubaynes%20-%20Walruses%20from%20space%20%20walrus%20counts%20in%20simultaneous%20remotely%20piloted%20aircraft.pdf https://zslpublications.onlinelibrary.wiley.com/doi/full/10.1002/rse2.391 en eng Wiley https://nora.nerc.ac.uk/id/eprint/535967/1/Remote%20Sens%20Ecol%20Conserv%20-%202024%20-%20Cubaynes%20-%20Walruses%20from%20space%20%20walrus%20counts%20in%20simultaneous%20remotely%20piloted%20aircraft.pdf Cubaynes, Hannah C. orcid:0000-0002-9497-154X Forcada, Jaume orcid:0000-0002-2115-0150 Kovacs, Kit M.; Lydersen, Christian; Downie, Rod; Fretwell, Peter T. orcid:0000-0002-1988-5844 . 2024 Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery. Remote Sensing in Ecology and Conservation. 13, pp. https://doi.org/10.1002/rse2.391 <https://doi.org/10.1002/rse2.391> Publication - Article PeerReviewed 2024 ftnerc https://doi.org/10.1002/rse2.391 2024-06-04T23:53:02Z Regular counts of walruses (Odobenus rosmarus) across their pan-Arctic range are necessary to determine accurate population trends and in turn understand how current rapid changes in their habitat, such as sea ice loss, are impacting them. However, surveying a region as vast and remote as the Arctic with vessels or aircraft is a formidable logistical challenge, limiting the frequency and spatial coverage of field surveys. An alternative methodology involving very high-resolution (VHR) satellite imagery has proven to be a useful tool to detect walruses, but the feasibility of accurately counting individuals has not been addressed. Here, we compare walrus counts obtained from a VHR WorldView-3 satellite image, with a simultaneous ground count obtained using a remotely piloted aircraft system (RPAS). We estimated the accuracy of the walrus counts depending on (1) the spatial resolution of the VHR satellite imagery, providing the same WorldView-3 image to assessors at three different spatial resolutions (i.e., 50, 30 and 15 cm per pixel) and (2) the level of expertise of the assessors (experts vs. a mixed level of experience – representative of citizen scientists). This latter aspect of the study is important to the efficiency and outcomes of the global assessment programme because there are citizen science campaigns inviting the public to count walruses in VHR satellite imagery. There were 73 walruses in our RPAS ‘control’ image. Our results show that walruses were under-counted in VHR satellite imagery at all spatial resolutions and across all levels of assessor expertise. Counts from the VHR satellite imagery with 30 cm spatial resolution were the most accurate and least variable across levels of expertise. This was a successful first attempt at validating VHR counts with near-simultaneous, in situ, data but further assessments are required for walrus aggregations with different densities and configurations, on different substrates. Article in Journal/Newspaper Arctic Odobenus rosmarus Sea ice walrus* Natural Environment Research Council: NERC Open Research Archive Arctic Remote Sensing in Ecology and Conservation
institution Open Polar
collection Natural Environment Research Council: NERC Open Research Archive
op_collection_id ftnerc
language English
description Regular counts of walruses (Odobenus rosmarus) across their pan-Arctic range are necessary to determine accurate population trends and in turn understand how current rapid changes in their habitat, such as sea ice loss, are impacting them. However, surveying a region as vast and remote as the Arctic with vessels or aircraft is a formidable logistical challenge, limiting the frequency and spatial coverage of field surveys. An alternative methodology involving very high-resolution (VHR) satellite imagery has proven to be a useful tool to detect walruses, but the feasibility of accurately counting individuals has not been addressed. Here, we compare walrus counts obtained from a VHR WorldView-3 satellite image, with a simultaneous ground count obtained using a remotely piloted aircraft system (RPAS). We estimated the accuracy of the walrus counts depending on (1) the spatial resolution of the VHR satellite imagery, providing the same WorldView-3 image to assessors at three different spatial resolutions (i.e., 50, 30 and 15 cm per pixel) and (2) the level of expertise of the assessors (experts vs. a mixed level of experience – representative of citizen scientists). This latter aspect of the study is important to the efficiency and outcomes of the global assessment programme because there are citizen science campaigns inviting the public to count walruses in VHR satellite imagery. There were 73 walruses in our RPAS ‘control’ image. Our results show that walruses were under-counted in VHR satellite imagery at all spatial resolutions and across all levels of assessor expertise. Counts from the VHR satellite imagery with 30 cm spatial resolution were the most accurate and least variable across levels of expertise. This was a successful first attempt at validating VHR counts with near-simultaneous, in situ, data but further assessments are required for walrus aggregations with different densities and configurations, on different substrates.
format Article in Journal/Newspaper
author Cubaynes, Hannah C.
Forcada, Jaume
Kovacs, Kit M.
Lydersen, Christian
Downie, Rod
Fretwell, Peter T.
spellingShingle Cubaynes, Hannah C.
Forcada, Jaume
Kovacs, Kit M.
Lydersen, Christian
Downie, Rod
Fretwell, Peter T.
Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery
author_facet Cubaynes, Hannah C.
Forcada, Jaume
Kovacs, Kit M.
Lydersen, Christian
Downie, Rod
Fretwell, Peter T.
author_sort Cubaynes, Hannah C.
title Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery
title_short Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery
title_full Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery
title_fullStr Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery
title_full_unstemmed Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery
title_sort walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery
publisher Wiley
publishDate 2024
url http://nora.nerc.ac.uk/id/eprint/535967/
https://nora.nerc.ac.uk/id/eprint/535967/1/Remote%20Sens%20Ecol%20Conserv%20-%202024%20-%20Cubaynes%20-%20Walruses%20from%20space%20%20walrus%20counts%20in%20simultaneous%20remotely%20piloted%20aircraft.pdf
https://zslpublications.onlinelibrary.wiley.com/doi/full/10.1002/rse2.391
geographic Arctic
geographic_facet Arctic
genre Arctic
Odobenus rosmarus
Sea ice
walrus*
genre_facet Arctic
Odobenus rosmarus
Sea ice
walrus*
op_relation https://nora.nerc.ac.uk/id/eprint/535967/1/Remote%20Sens%20Ecol%20Conserv%20-%202024%20-%20Cubaynes%20-%20Walruses%20from%20space%20%20walrus%20counts%20in%20simultaneous%20remotely%20piloted%20aircraft.pdf
Cubaynes, Hannah C. orcid:0000-0002-9497-154X
Forcada, Jaume orcid:0000-0002-2115-0150
Kovacs, Kit M.; Lydersen, Christian; Downie, Rod; Fretwell, Peter T. orcid:0000-0002-1988-5844 . 2024 Walruses from space: walrus counts in simultaneous remotely piloted aircraft system versus very high-resolution satellite imagery. Remote Sensing in Ecology and Conservation. 13, pp. https://doi.org/10.1002/rse2.391 <https://doi.org/10.1002/rse2.391>
op_doi https://doi.org/10.1002/rse2.391
container_title Remote Sensing in Ecology and Conservation
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