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Authors: Pekka Siirtola ; Perttu Laurinen ; Heli Koskimäki and Juha Röning

Affiliation: University of Oulu, Finland

Keyword(s): Gesture recognition, Accelerometer, Template-based matching.

Related Ontology Subjects/Areas/Topics: Adaptive Signal Processing and Control ; Computer Vision, Visualization and Computer Graphics ; Feature Extraction ; Features Extraction ; Image and Video Analysis ; Informatics in Control, Automation and Robotics ; Signal Processing, Sensors, Systems Modeling and Control ; Time Series and System Modeling

Abstract: This study presents a method for recognizing six predefined gestures using data collected with a wrist-worn triaxial accelerometer. The aim of the study is to design a gesture recognition-based control system for a simple user interface. The recognition is done by matching the shapes that user’s movements cause to acceleration signals to predefined time series templates describing gestures. In this study matching is done by using three different trajectory distance measures, the results show that the weighted double fold gives the best results. The superiority of this distance measure was shown using a statistical significance test. A user-dependent version of the method recognizes gestures with accuracy of 94.3% and a recognition rate of the user-independent version is 85.5%. This work was supported by the EU 6th Framework Program Project XPRESS.

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Paper citation in several formats:
Siirtola, P.; Laurinen, P.; Koskimäki, H. and Röning, J. (2010). RECOGNIZING USER INTERFACE CONTROL GESTURES FROM ACCELERATION DATA USING TIME SERIES TEMPLATES. In Proceedings of the 7th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO; ISBN 978-989-8425-02-7; ISSN 2184-2809, SciTePress, pages 176-182. DOI: 10.5220/0002899601760182

@conference{icinco10,
author={Pekka Siirtola. and Perttu Laurinen. and Heli Koskimäki. and Juha Röning.},
title={RECOGNIZING USER INTERFACE CONTROL GESTURES FROM ACCELERATION DATA USING TIME SERIES TEMPLATES},
booktitle={Proceedings of the 7th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO},
year={2010},
pages={176-182},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002899601760182},
isbn={978-989-8425-02-7},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the 7th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO
TI - RECOGNIZING USER INTERFACE CONTROL GESTURES FROM ACCELERATION DATA USING TIME SERIES TEMPLATES
SN - 978-989-8425-02-7
IS - 2184-2809
AU - Siirtola, P.
AU - Laurinen, P.
AU - Koskimäki, H.
AU - Röning, J.
PY - 2010
SP - 176
EP - 182
DO - 10.5220/0002899601760182
PB - SciTePress

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