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Authors: Katharina Quast ; Christof Kobylko and André Kaup

Affiliation: University of Erlangen-Nuremberg, Germany

ISBN: 978-989-8425-47-8

Keyword(s): Object tracking, Mean shift tracking.

Related Ontology Subjects/Areas/Topics: Applications ; Computer Vision, Visualization and Computer Graphics ; Human-Computer Interaction ; Methodologies and Methods ; Motion and Tracking ; Motion, Tracking and Stereo Vision ; Pattern Recognition ; Physiological Computing Systems ; Real-Time Vision

Abstract: A new mean shift tracker which tracks not only the position but also the size and orientation of an object is presented. By using a four-dimensional kernel, the mean shift iterations are performed in a four-dimensional search space consisting of the image coordinates, a scale and an orientation dimension. Thus, the enhanced mean shift tracker tracks the position, size and orientation of an object simultaneously. To increase the tracking performance by using the information about the position, size and orientation of the object in the previous frames, a linear prediction is also integrated into the 4D kernel tracker. The tracking performance is further improved by considering the gradient norm as an additional object feature.

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Paper citation in several formats:
Quast, K.; Quast, K.; Kobylko, C.; Kobylko, C.; Kaup, A. and Kaup, A. (2011). MEAN SHIFT OBJECT TRACKING USING A 4D KERNEL AND LINEAR PREDICTION.In Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2011) ISBN 978-989-8425-47-8, pages 588-593. DOI: 10.5220/0003327305880593

@conference{visapp11,
author={Katharina Quast. and Katharina Quast. and Christof Kobylko. and Christof Kobylko. and André Kaup. and André Kaup.},
title={MEAN SHIFT OBJECT TRACKING USING A 4D KERNEL AND LINEAR PREDICTION},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2011)},
year={2011},
pages={588-593},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003327305880593},
isbn={978-989-8425-47-8},
}

TY - CONF

JO - Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2011)
TI - MEAN SHIFT OBJECT TRACKING USING A 4D KERNEL AND LINEAR PREDICTION
SN - 978-989-8425-47-8
AU - Quast, K.
AU - Quast, K.
AU - Kobylko, C.
AU - Kobylko, C.
AU - Kaup, A.
AU - Kaup, A.
PY - 2011
SP - 588
EP - 593
DO - 10.5220/0003327305880593

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