DETECTION OF CHANGES IN GROUPS OF MOVING OBJECTS

The analysis of moving objects is a rather challenging but also informative task. It provides important knowledge which is required in a large variety of research fields and applications. The same holds for the analysis of group movements, which, for instance, is able to provide knowledge that can s...

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Main Author: U. Feuerhake
Format: Article
Language:English
Published: Copernicus Publications 2022-06-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B4-2022/117/2022/isprs-archives-XLIII-B4-2022-117-2022.pdf
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author U. Feuerhake
author_facet U. Feuerhake
author_sort U. Feuerhake
collection DOAJ
description The analysis of moving objects is a rather challenging but also informative task. It provides important knowledge which is required in a large variety of research fields and applications. The same holds for the analysis of group movements, which, for instance, is able to provide knowledge that can support or contribute to social behavior studies of human beings or animals. In this work, we present an approach to identify changes in the group structure over time, which can support studies regarding an object’s role or standing within the group. The presented methodology is based on the transformation to relative movements and a consecutive change detection algorithm. In order to evaluate our approach, we further conduct experiments by applying it to real data from different scenarios. The results obtained in these experiments demonstrate the functionality and its portability to different uses cases.
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spelling doaj.art-95185a3be3e64e64b1ad0c92de7ce28c2022-12-22T03:32:06ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342022-06-01XLIII-B4-202211712410.5194/isprs-archives-XLIII-B4-2022-117-2022DETECTION OF CHANGES IN GROUPS OF MOVING OBJECTSU. Feuerhake0Institute of Cartography and Geoinformatics, Leibniz University Hannover, GermanyThe analysis of moving objects is a rather challenging but also informative task. It provides important knowledge which is required in a large variety of research fields and applications. The same holds for the analysis of group movements, which, for instance, is able to provide knowledge that can support or contribute to social behavior studies of human beings or animals. In this work, we present an approach to identify changes in the group structure over time, which can support studies regarding an object’s role or standing within the group. The presented methodology is based on the transformation to relative movements and a consecutive change detection algorithm. In order to evaluate our approach, we further conduct experiments by applying it to real data from different scenarios. The results obtained in these experiments demonstrate the functionality and its portability to different uses cases.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B4-2022/117/2022/isprs-archives-XLIII-B4-2022-117-2022.pdf
spellingShingle U. Feuerhake
DETECTION OF CHANGES IN GROUPS OF MOVING OBJECTS
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
title DETECTION OF CHANGES IN GROUPS OF MOVING OBJECTS
title_full DETECTION OF CHANGES IN GROUPS OF MOVING OBJECTS
title_fullStr DETECTION OF CHANGES IN GROUPS OF MOVING OBJECTS
title_full_unstemmed DETECTION OF CHANGES IN GROUPS OF MOVING OBJECTS
title_short DETECTION OF CHANGES IN GROUPS OF MOVING OBJECTS
title_sort detection of changes in groups of moving objects
url https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B4-2022/117/2022/isprs-archives-XLIII-B4-2022-117-2022.pdf
work_keys_str_mv AT ufeuerhake detectionofchangesingroupsofmovingobjects