CONTINUOUS LEARNING OF SIMPLE VISUAL CONCEPTS USING INCREMENTAL KERNEL DENSITY ESTIMATION

Danijel Skočaj; Matej Kristan; Aleš Leonardis

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Paper

CONTINUOUS LEARNING OF SIMPLE VISUAL CONCEPTS USING INCREMENTAL KERNEL DENSITY ESTIMATION

In Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: OPRMLT, 598-604, 2008 , Funchal, Madeira, Portugal

Authors: Danijel Skočaj ; Matej Kristan and Aleš Leonardis

Affiliation: Faculty of Computer and Information Science, University of Ljubljana, Slovenia

Keyword(s): Continuous learning, incremental learning, incremental kernel density estimation, learning associations.

Abstract: In this paper we propose a method for continuous learning of simple visual concepts. The method continuously associates words describing observed scenes with automatically extracted visual features. Since in our setting every sample is labelled with multiple concept labels, and there are no negative examples, reconstructive representations of the incoming data are used. The associated features are modelled with kernel density probability distribution estimates, which are built incrementally. The proposed approach is applied to the learning of object properties and spatial relations.

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Paper citation in several formats:

Skočaj, D.; Kristan, M. and Leonardis, A. (2008). CONTINUOUS LEARNING OF SIMPLE VISUAL CONCEPTS USING INCREMENTAL KERNEL DENSITY ESTIMATION. In Proceedings of the Third International Conference on Computer Vision Theory and Applications (VISIGRAPP 2008) - Volume 1: OPRMLT; ISBN 978-989-8111-21-0; ISSN 2184-4321, SciTePress, pages 598-604. DOI: 10.5220/0001090405980604

@conference{oprmlt08,
author={Danijel Skočaj. and Matej Kristan. and Aleš Leonardis.},
title={CONTINUOUS LEARNING OF SIMPLE VISUAL CONCEPTS USING INCREMENTAL KERNEL DENSITY ESTIMATION},
booktitle={Proceedings of the Third International Conference on Computer Vision Theory and Applications (VISIGRAPP 2008) - Volume 1: OPRMLT},
year={2008},
pages={598-604},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001090405980604},
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: OPRMLT
TI - CONTINUOUS LEARNING OF SIMPLE VISUAL CONCEPTS USING INCREMENTAL KERNEL DENSITY ESTIMATION
SN - 978-989-8111-21-0
IS - 2184-4321
AU - Skočaj, D.
AU - Kristan, M.
AU - Leonardis, A.
PY - 2008
SP - 598
EP - 604
DO - 10.5220/0001090405980604
PB - SciTePress