LOW LATENCY RECOGNITION AND REPRODUCTION OF NATURAL GESTURE TRAJECTORIES

Ulf Großekathöfer, Amir Sadeghipour, Thomas Lingner, Peter Meinicke, Thomas Hermann, Stefan Kopp

2012

Abstract

In human-machine interaction scenarios, low latency recognition and reproduction is crucial for successful communication. For reproduction of general gesture classes it is important to realize a representation that is insensitive with respect to the variation of performer specific speed development along gesture trajectories. Here, we present an approach to learning of speed-invariant gesture models that provide fast recognition and convenient reproduction of gesture trajectories. We evaluate our gesture model with a data set comprising 520 examples for 48 gesture classes. The results indicate that the model is able to learn gestures from few observations with high accuracy.

Paper Citation

in Harvard Style

Großekathöfer U., Sadeghipour A., Lingner T., Meinicke P., Hermann T. and Kopp S. (2012). LOW LATENCY RECOGNITION AND REPRODUCTION OF NATURAL GESTURE TRAJECTORIES . In Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM, ISBN 978-989-8425-99-7, pages 154-161. DOI: 10.5220/0003770901540161

in Bibtex Style

@conference{icpram12,
author={Ulf Großekathöfer and Amir Sadeghipour and Thomas Lingner and Peter Meinicke and Thomas Hermann and Stefan Kopp},
title={LOW LATENCY RECOGNITION AND REPRODUCTION OF NATURAL GESTURE TRAJECTORIES},
booktitle={Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM,},
year={2012},
pages={154-161},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003770901540161},
isbn={978-989-8425-99-7},
}

in EndNote Style

TY - CONF
JO - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM,
TI - LOW LATENCY RECOGNITION AND REPRODUCTION OF NATURAL GESTURE TRAJECTORIES
SN - 978-989-8425-99-7
AU - Großekathöfer U.
AU - Sadeghipour A.
AU - Lingner T.
AU - Meinicke P.
AU - Hermann T.
AU - Kopp S.
PY - 2012
SP - 154
EP - 161
DO - 10.5220/0003770901540161