Engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the Weddell seal in Antarctica

Abstract Satellites Over Seals (SOS), a project initiated in late 2016, is a crowdsourced method to determine factors behind the presence/absence patterns and to ultimately determine the global population of the Weddell seal ( Leptonychotes weddellii ). An iconic species, the Weddell seal is propose...

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Published in:Remote Sensing in Ecology and Conservation
Main Authors: LaRue, Michelle A., Ainley, David G., Pennycook, Jean, Stamatiou, Kostas, Salas, Leo, Nur, Nadav, Stammerjohn, Sharon, Barrington, Luke
Other Authors: Horning, Ned, Scales, Kylie, National Science Foundation
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2019
Subjects:
Online Access:http://dx.doi.org/10.1002/rse2.124
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spelling crwiley:10.1002/rse2.124 2024-09-30T14:24:47+00:00 Engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the Weddell seal in Antarctica LaRue, Michelle A. Ainley, David G. Pennycook, Jean Stamatiou, Kostas Salas, Leo Nur, Nadav Stammerjohn, Sharon Barrington, Luke Horning, Ned Scales, Kylie National Science Foundation 2019 http://dx.doi.org/10.1002/rse2.124 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Frse2.124 https://onlinelibrary.wiley.com/doi/pdf/10.1002/rse2.124 https://onlinelibrary.wiley.com/doi/full-xml/10.1002/rse2.124 https://zslpublications.onlinelibrary.wiley.com/doi/pdf/10.1002/rse2.124 en eng Wiley http://creativecommons.org/licenses/by-nc-nd/4.0/ http://creativecommons.org/licenses/by-nc-nd/4.0/ Remote Sensing in Ecology and Conservation volume 6, issue 1, page 70-78 ISSN 2056-3485 2056-3485 journal-article 2019 crwiley https://doi.org/10.1002/rse2.124 2024-09-17T04:45:43Z Abstract Satellites Over Seals (SOS), a project initiated in late 2016, is a crowdsourced method to determine factors behind the presence/absence patterns and to ultimately determine the global population of the Weddell seal ( Leptonychotes weddellii ). An iconic species, the Weddell seal is proposed to be part of the Antarctic Research and Monitoring Program required in the newly designated Ross Sea Region Marine Protected Area. This species is easy to detect via satellite imagery, due to its large size (3–4 m long, 1 m wide) and its dark color contrasting with the Antarctic coastal fast ice, where it aggregates on during breeding season. Using very high‐resolution satellite imagery (VHR; 0.31–0.60 m resolution) and the online platform Tomnod, we used VHR images from November 2010 and 2011 to cover the entirety of available fast ice around Antarctica. Before correcting for time of day or date, we searched for the presence/absence to identify a subset of where abundance estimates should be concentrated. More than 325 000 citizen scientists searched 790 VHR images, covering 268 611 km 2 of fast ice, to determine the locations of seals. Algorithms ranked searchers to the degree their votes corresponded with others, a measure of searcher relative quality that we used to filter out unreliable searchers. Seal presence was detected on only 0.55% of available maps (total n = 1 116 058) within fast ice, revealing a sparse, irregular distribution. The rate of false‐negative detections was 1.7%, though false positives were high (67%), highlighting the importance of training for image interpretation to ensure differentiation between seals and landscape features (such as large rocks, ice chunks or depressions/holes in the ice). This approach not only allowed us to assess image resolution and quality, but also training, outreach and the effectiveness of this platform for introducing citizen scientists to the ecology of the Southern Ocean. Article in Journal/Newspaper Antarc* Antarctic Antarctica Ross Sea Southern Ocean Weddell Seal Wiley Online Library Antarctic Southern Ocean The Antarctic Ross Sea Weddell Remote Sensing in Ecology and Conservation 6 1 70 78
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description Abstract Satellites Over Seals (SOS), a project initiated in late 2016, is a crowdsourced method to determine factors behind the presence/absence patterns and to ultimately determine the global population of the Weddell seal ( Leptonychotes weddellii ). An iconic species, the Weddell seal is proposed to be part of the Antarctic Research and Monitoring Program required in the newly designated Ross Sea Region Marine Protected Area. This species is easy to detect via satellite imagery, due to its large size (3–4 m long, 1 m wide) and its dark color contrasting with the Antarctic coastal fast ice, where it aggregates on during breeding season. Using very high‐resolution satellite imagery (VHR; 0.31–0.60 m resolution) and the online platform Tomnod, we used VHR images from November 2010 and 2011 to cover the entirety of available fast ice around Antarctica. Before correcting for time of day or date, we searched for the presence/absence to identify a subset of where abundance estimates should be concentrated. More than 325 000 citizen scientists searched 790 VHR images, covering 268 611 km 2 of fast ice, to determine the locations of seals. Algorithms ranked searchers to the degree their votes corresponded with others, a measure of searcher relative quality that we used to filter out unreliable searchers. Seal presence was detected on only 0.55% of available maps (total n = 1 116 058) within fast ice, revealing a sparse, irregular distribution. The rate of false‐negative detections was 1.7%, though false positives were high (67%), highlighting the importance of training for image interpretation to ensure differentiation between seals and landscape features (such as large rocks, ice chunks or depressions/holes in the ice). This approach not only allowed us to assess image resolution and quality, but also training, outreach and the effectiveness of this platform for introducing citizen scientists to the ecology of the Southern Ocean.
author2 Horning, Ned
Scales, Kylie
National Science Foundation
format Article in Journal/Newspaper
author LaRue, Michelle A.
Ainley, David G.
Pennycook, Jean
Stamatiou, Kostas
Salas, Leo
Nur, Nadav
Stammerjohn, Sharon
Barrington, Luke
spellingShingle LaRue, Michelle A.
Ainley, David G.
Pennycook, Jean
Stamatiou, Kostas
Salas, Leo
Nur, Nadav
Stammerjohn, Sharon
Barrington, Luke
Engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the Weddell seal in Antarctica
author_facet LaRue, Michelle A.
Ainley, David G.
Pennycook, Jean
Stamatiou, Kostas
Salas, Leo
Nur, Nadav
Stammerjohn, Sharon
Barrington, Luke
author_sort LaRue, Michelle A.
title Engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the Weddell seal in Antarctica
title_short Engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the Weddell seal in Antarctica
title_full Engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the Weddell seal in Antarctica
title_fullStr Engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the Weddell seal in Antarctica
title_full_unstemmed Engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the Weddell seal in Antarctica
title_sort engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the weddell seal in antarctica
publisher Wiley
publishDate 2019
url http://dx.doi.org/10.1002/rse2.124
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Frse2.124
https://onlinelibrary.wiley.com/doi/pdf/10.1002/rse2.124
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geographic Antarctic
Southern Ocean
The Antarctic
Ross Sea
Weddell
geographic_facet Antarctic
Southern Ocean
The Antarctic
Ross Sea
Weddell
genre Antarc*
Antarctic
Antarctica
Ross Sea
Southern Ocean
Weddell Seal
genre_facet Antarc*
Antarctic
Antarctica
Ross Sea
Southern Ocean
Weddell Seal
op_source Remote Sensing in Ecology and Conservation
volume 6, issue 1, page 70-78
ISSN 2056-3485 2056-3485
op_rights http://creativecommons.org/licenses/by-nc-nd/4.0/
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op_doi https://doi.org/10.1002/rse2.124
container_title Remote Sensing in Ecology and Conservation
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