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A survey: which features are required for dynamic visual simultaneous localization and mapping?

In recent years, simultaneous localization and mapping in dynamic environments (dynamic SLAM) has attracted significant attention from both academia and industry. Some pioneering work on this technique has expanded the potential of robotic applications. Compared to standard SLAM under the static wor...

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Detalles Bibliográficos
Autores principales: Xu, Zewen, Rong, Zheng, Wu, Yihong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Singapore 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8285453/
https://www.ncbi.nlm.nih.gov/pubmed/34269925
http://dx.doi.org/10.1186/s42492-021-00086-w
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author Xu, Zewen
Rong, Zheng
Wu, Yihong
author_facet Xu, Zewen
Rong, Zheng
Wu, Yihong
author_sort Xu, Zewen
collection PubMed
description In recent years, simultaneous localization and mapping in dynamic environments (dynamic SLAM) has attracted significant attention from both academia and industry. Some pioneering work on this technique has expanded the potential of robotic applications. Compared to standard SLAM under the static world assumption, dynamic SLAM divides features into static and dynamic categories and leverages each type of feature properly. Therefore, dynamic SLAM can provide more robust localization for intelligent robots that operate in complex dynamic environments. Additionally, to meet the demands of some high-level tasks, dynamic SLAM can be integrated with multiple object tracking. This article presents a survey on dynamic SLAM from the perspective of feature choices. A discussion of the advantages and disadvantages of different visual features is provided in this article.
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spelling pubmed-82854532021-07-20 A survey: which features are required for dynamic visual simultaneous localization and mapping? Xu, Zewen Rong, Zheng Wu, Yihong Vis Comput Ind Biomed Art Review In recent years, simultaneous localization and mapping in dynamic environments (dynamic SLAM) has attracted significant attention from both academia and industry. Some pioneering work on this technique has expanded the potential of robotic applications. Compared to standard SLAM under the static world assumption, dynamic SLAM divides features into static and dynamic categories and leverages each type of feature properly. Therefore, dynamic SLAM can provide more robust localization for intelligent robots that operate in complex dynamic environments. Additionally, to meet the demands of some high-level tasks, dynamic SLAM can be integrated with multiple object tracking. This article presents a survey on dynamic SLAM from the perspective of feature choices. A discussion of the advantages and disadvantages of different visual features is provided in this article. Springer Singapore 2021-07-16 /pmc/articles/PMC8285453/ /pubmed/34269925 http://dx.doi.org/10.1186/s42492-021-00086-w Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Review
Xu, Zewen
Rong, Zheng
Wu, Yihong
A survey: which features are required for dynamic visual simultaneous localization and mapping?
title A survey: which features are required for dynamic visual simultaneous localization and mapping?
title_full A survey: which features are required for dynamic visual simultaneous localization and mapping?
title_fullStr A survey: which features are required for dynamic visual simultaneous localization and mapping?
title_full_unstemmed A survey: which features are required for dynamic visual simultaneous localization and mapping?
title_short A survey: which features are required for dynamic visual simultaneous localization and mapping?
title_sort survey: which features are required for dynamic visual simultaneous localization and mapping?
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8285453/
https://www.ncbi.nlm.nih.gov/pubmed/34269925
http://dx.doi.org/10.1186/s42492-021-00086-w
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