Faculty of Information Technology, BUT

Publication Details

Kinect-Supported Dataset Creation for Human Pose Estimation

BEHÚŇ Kamil, HEROUT Adam and PÁLDY Alexander. Kinect-Supported Dataset Creation for Human Pose Estimation. In: Proceedings of Spring Conference on Computer Graphics. Smolenice: Comenius University in Bratislava, 2014, pp. 88-95. ISBN 978-80-223-3601-7.
Czech title
Tvorba Datasetu Pomocí Kinectu pro Odhad Pózy Člověka
Type
conference paper
Language
english
Authors
Behúň Kamil, Ing. (DCGM FIT BUT)
Herout Adam, prof. Ing., Ph.D. (DCGM FIT BUT)
Páldy Alexander, Ing. (DCGM FIT BUT)
Keywords
Human Pose Estimation, Kinect RGBD, Visual Recognition
Abstract
Dataset creation of annotated human poses is very time-consuming. This paper presents an approach for rapid construction of a precisely annotated training dataset for human pose estimation of a sitting subject, intended especially for aeronautic cockpit. We propose to use Kinect as a tool for collecting ground truth to a purely visual dataset (for reasons defined by the application, use of Kinect or similar structured light-based approaches is impossible).  Since Kinect annotation of individual joints might be imprecise at certain moments, manual post-processing of the acquired data is necessary and we propose a scheme for efficient and reliable manual post-annotation. We produced a dataset of 6,322 annotated frames, involving 11 human subjects recorded in various light condition, different clothing, and varying background. Each frame contains one seated person in frontal view with annotation of pose and optical flow data.
Published
2014
Pages
88-95
Proceedings
Proceedings of Spring Conference on Computer Graphics
Conference
Spring Conference on Computer Graphics 2014, Smolenice, SK
ISBN
978-80-223-3601-7
Publisher
Comenius University in Bratislava
Place
Smolenice, SK
DOI
BibTeX
@INPROCEEDINGS{FITPUB10674,
   author = "Kamil Beh\'{u}\v{n} and Adam Herout and Alexander P\'{a}ldy",
   title = "Kinect-Supported Dataset Creation for Human Pose Estimation",
   pages = "88--95",
   booktitle = "Proceedings of Spring Conference on Computer Graphics",
   year = 2014,
   location = "Smolenice, SK",
   publisher = "Comenius University in Bratislava",
   ISBN = "978-80-223-3601-7",
   doi = "10.1145/2643188.2643195",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10674"
}
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