Prof. Ing. Adam Herout, Ph.D.

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.
Publication language:english
Original title:Kinect-Supported Dataset Creation for Human Pose Estimation
Title (cs):Tvorba Datasetu Pomocí Kinectu pro Odhad Pózy Člověka
Pages:88-95
Proceedings:Proceedings of Spring Conference on Computer Graphics
Conference:Spring Conference on Computer Graphics 2014
Place:Smolenice, SK
Year:2014
ISBN:978-80-223-3601-7
DOI:10.1145/2643188.2643195
Publisher:Comenius University in Bratislava
Keywords
Human Pose Estimation, Kinect RGBD, Visual Recognition
Annotation
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.
BibTeX:
@INPROCEEDINGS{
   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 = {http://www.fit.vutbr.cz/research/view_pub.php?id=10674}
}

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