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

: Golda, Thomas

Fulltext urn:nbn:de:0011-n-6383734 (3.2 MByte PDF)
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Created on: 28.7.2021

Beyerer, Jürgen (Ed.); Zander, Tim (Ed.):
Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory 2020. Proceedings : 27th to the 31st of July 2020, Karlsruhe
Karlsruhe: KIT Scientific Publishing, 2021 (Karlsruher Schriften zur Anthropomatik 51)
ISBN: 978-3-7315-1091-8
DOI: 10.5445/KSP/1000130397
Fraunhofer Institute of Optronics, System Technologies and Image Exploitation and Institute for Anthropomatics, Vision and Fusion Laboratory (Joint Workshop) <2020, Karlsruhe>
Conference Paper, Electronic Publication
Fraunhofer IOSB ()

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