SIMULATING DYNAMICAL SYSTEMS FOR EARLY VISION

Babette Dellen; Florentin Wörgötter

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Paper

SIMULATING DYNAMICAL SYSTEMS FOR EARLY VISION

Topics: Stereo Vision and Structure from Motion

In Proceedings of the Fourth International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, 525-528, 2009 , Lisboa, Portugal

Authors: Babette Dellen ¹ and Florentin Wörgötter ²

Affiliations: ¹ Max-Planck Institute for Dynamics and Self-Organization, Germany ; ² University Göttingen, Germany

Keyword(s): Early vision, Stereo matching, Energy minimization, Dynamical systems.

Related Ontology Subjects/Areas/Topics: Computer Vision, Visualization and Computer Graphics ; Motion, Tracking and Stereo Vision ; Stereo Vision and Structure from Motion

Abstract: We propose a novel algorithm for stereo matching using a dynamical systems approach. The stereo correspondence problem is first formulated as an energy minimization problem. From the energy function, we derive a system of differential equations describing the corresponding dynamical system of interacting elements, which we solve using numerical integration. Optimization is introduced by means of a damping term and a noise term, an idea similar to simulated annealing. The algorithm is tested on the Middlebury stereo benchmark.

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Paper citation in several formats:

Dellen, B. and Wörgötter, F. (2009). SIMULATING DYNAMICAL SYSTEMS FOR EARLY VISION. In Proceedings of the Fourth International Conference on Computer Vision Theory and Applications (VISIGRAPP 2009) - Volume 2: VISAPP; ISBN 978-989-8111-69-2; ISSN 2184-4321, SciTePress, pages 525-528. DOI: 10.5220/0001800905250528

@conference{visapp09,
author={Babette Dellen. and Florentin Wörgötter.},
title={SIMULATING DYNAMICAL SYSTEMS FOR EARLY VISION},
booktitle={Proceedings of the Fourth International Conference on Computer Vision Theory and Applications (VISIGRAPP 2009) - Volume 2: VISAPP},
year={2009},
pages={525-528},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001800905250528},
isbn={978-989-8111-69-2},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the Fourth International Conference on Computer Vision Theory and Applications (VISIGRAPP 2009) - Volume 2: VISAPP
TI - SIMULATING DYNAMICAL SYSTEMS FOR EARLY VISION
SN - 978-989-8111-69-2
IS - 2184-4321
AU - Dellen, B.
AU - Wörgötter, F.
PY - 2009
SP - 525
EP - 528
DO - 10.5220/0001800905250528
PB - SciTePress