TEXTURE BASED DESCRIPTION OF MOVEMENTS FOR ACTIVITY ANALYSIS

Kellokumpu Vili; Zhao Guoying; Pietikäinen Matti

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Paper

TEXTURE BASED DESCRIPTION OF MOVEMENTS FOR ACTIVITY ANALYSIS

Topics: Face and Gesture Recognition; Human Activity Recognition

In Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, 206-213, 2008 , Funchal, Madeira, Portugal

Authors: Kellokumpu Vili ; Zhao Guoying and Pietikäinen Matti

Affiliation: Machine Vision Group,University of Oulu, Finland

Keyword(s): Activity analysis, texture, local binary pattern, temporal templates, hidden Markov models.

Abstract: Human motion can be seen as a type of moving texture pattern. In this paper, we propose a novel approach for activity analysis by describing human activities with texture features. Our approach extracts spatially enhanced local binary pattern (LBP) histograms from temporal templates (Motion History Images and Motion Energy Images) and models their temporal behavior with hidden Markov models. The description is useful for action modeling and is suitable for detecting and recognizing various kinds of activities. The method is computationally simple. We perform tests on two published databases and clearly show the good performance of our approach in classification and detection tasks. Furthermore, experimental results show that the approach performs robustly against irregularities in data, such as limping and walking with a dog, partial occlusions and low video quality.

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Paper citation in several formats:

Vili, K.; Guoying, Z. and Matti, P. (2008). TEXTURE BASED DESCRIPTION OF MOVEMENTS FOR ACTIVITY ANALYSIS. In Proceedings of the Third International Conference on Computer Vision Theory and Applications (VISIGRAPP 2008) - Volume 1: VISAPP; ISBN 978-989-8111-21-0; ISSN 2184-4321, SciTePress, pages 206-213. DOI: 10.5220/0001075502060213

@conference{visapp08,
author={Kellokumpu Vili. and Zhao Guoying. and Pietikäinen Matti.},
title={TEXTURE BASED DESCRIPTION OF MOVEMENTS FOR ACTIVITY ANALYSIS},
booktitle={Proceedings of the Third International Conference on Computer Vision Theory and Applications (VISIGRAPP 2008) - Volume 1: VISAPP},
year={2008},
pages={206-213},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001075502060213},
isbn={978-989-8111-21-0},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the Third International Conference on Computer Vision Theory and Applications (VISIGRAPP 2008) - Volume 1: VISAPP
TI - TEXTURE BASED DESCRIPTION OF MOVEMENTS FOR ACTIVITY ANALYSIS
SN - 978-989-8111-21-0
IS - 2184-4321
AU - Vili, K.
AU - Guoying, Z.
AU - Matti, P.
PY - 2008
SP - 206
EP - 213
DO - 10.5220/0001075502060213
PB - SciTePress