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"Let’s get ready to bundle!":Crowd-level Human Keypoint Tracking

Golda, Thomas

Abstract (englisch):

This work examines the suitability of a state-of-the-art human pose trackingmethod for application within surveillance scenarios and focuses on publicplaces in urban areas that tend to suffer from crowdedness, such as city centers.Starting with a short introduction to motivate keypoint tracking in surveillanceapplications, this report will present details about the adapted method, whichfollows an LSTM-based approach. Afterwards, different changes that had tobe incorporated in order to successfully apply the given method to our targetsetting will be presented. Finally, various experiments will show how the chosenmethod performs, based on experiments with simulated data.

Verlagsausgabe §
DOI: 10.5445/IR/1000135196
Veröffentlicht am 12.07.2021
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Anthropomatik und Robotik (IAR)
Publikationstyp Proceedingsbeitrag
Publikationsjahr 2021
Sprache Englisch
Identifikator ISBN: 978-3-7315-1091-8
KITopen-ID: 1000135196
Erschienen in Proceedings of the 2020 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory. Ed.: J. Beyerer; T. Zander
Verlag KIT Scientific Publishing
Seiten 67-81
Serie Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe ; 51
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