Developing monocular visual pose estimation for arctic environments

Abstract Arctic regions present one of the harshest environments on Earth for people or mobile robots, yet many important scientific studies, particularly those involving climate change, require measurements from these areas. For the successful deployment of mobile sensors in the Arctic, a high‐qual...

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Published in:Journal of Field Robotics
Main Authors: Williams, Stephen, Howard, Ayanna M.
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2009
Subjects:
Online Access:http://dx.doi.org/10.1002/rob.20325
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Frob.20325
https://onlinelibrary.wiley.com/doi/pdf/10.1002/rob.20325
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spelling crwiley:10.1002/rob.20325 2024-06-23T07:49:20+00:00 Developing monocular visual pose estimation for arctic environments Williams, Stephen Howard, Ayanna M. 2009 http://dx.doi.org/10.1002/rob.20325 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Frob.20325 https://onlinelibrary.wiley.com/doi/pdf/10.1002/rob.20325 en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#vor Journal of Field Robotics volume 27, issue 2, page 145-157 ISSN 1556-4959 1556-4967 journal-article 2009 crwiley https://doi.org/10.1002/rob.20325 2024-06-13T04:22:15Z Abstract Arctic regions present one of the harshest environments on Earth for people or mobile robots, yet many important scientific studies, particularly those involving climate change, require measurements from these areas. For the successful deployment of mobile sensors in the Arctic, a high‐quality localization system is required. Although a global positioning system can provide coarse positioning (within several meters), it cannot provide any orientation information. A single‐camera‐pose‐estimation system is presented, based on visual odometry techniques, which is capable of operating in the feature‐poor environments of the Arctic. To validate the system, a prototype rover was developed and fielded on a glacier in Alaska. The resulting pose estimates compare favorably to values obtained by hand registering the same video sequence. Although pose errors do accumulate over time, these errors are typical of a standard odometry system but obtained in an environment where standard odometry is not practical. © 2009 Wiley Periodicals, Inc. Article in Journal/Newspaper Arctic Climate change glacier Alaska Wiley Online Library Arctic Journal of Field Robotics n/a n/a
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract Arctic regions present one of the harshest environments on Earth for people or mobile robots, yet many important scientific studies, particularly those involving climate change, require measurements from these areas. For the successful deployment of mobile sensors in the Arctic, a high‐quality localization system is required. Although a global positioning system can provide coarse positioning (within several meters), it cannot provide any orientation information. A single‐camera‐pose‐estimation system is presented, based on visual odometry techniques, which is capable of operating in the feature‐poor environments of the Arctic. To validate the system, a prototype rover was developed and fielded on a glacier in Alaska. The resulting pose estimates compare favorably to values obtained by hand registering the same video sequence. Although pose errors do accumulate over time, these errors are typical of a standard odometry system but obtained in an environment where standard odometry is not practical. © 2009 Wiley Periodicals, Inc.
format Article in Journal/Newspaper
author Williams, Stephen
Howard, Ayanna M.
spellingShingle Williams, Stephen
Howard, Ayanna M.
Developing monocular visual pose estimation for arctic environments
author_facet Williams, Stephen
Howard, Ayanna M.
author_sort Williams, Stephen
title Developing monocular visual pose estimation for arctic environments
title_short Developing monocular visual pose estimation for arctic environments
title_full Developing monocular visual pose estimation for arctic environments
title_fullStr Developing monocular visual pose estimation for arctic environments
title_full_unstemmed Developing monocular visual pose estimation for arctic environments
title_sort developing monocular visual pose estimation for arctic environments
publisher Wiley
publishDate 2009
url http://dx.doi.org/10.1002/rob.20325
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Frob.20325
https://onlinelibrary.wiley.com/doi/pdf/10.1002/rob.20325
geographic Arctic
geographic_facet Arctic
genre Arctic
Climate change
glacier
Alaska
genre_facet Arctic
Climate change
glacier
Alaska
op_source Journal of Field Robotics
volume 27, issue 2, page 145-157
ISSN 1556-4959 1556-4967
op_rights http://onlinelibrary.wiley.com/termsAndConditions#vor
op_doi https://doi.org/10.1002/rob.20325
container_title Journal of Field Robotics
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