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Authors: Tiziano Fagni ; Fabrizio Falchi and Fabrizio Sebastiani

Affiliation: Istituto di Scienza e Tecnologia dell’Informazione, Consiglio Nazionale delle Ricerche, Italy

ISBN: 978-989-8111-80-7

Abstract: We present a system for image classification based on an adaptive committee of five classifiers, each specialized on classifying images based on a single MPEG-7 feature. We test four different ways to set up such a committee, and obtain important accuracy improvements with respect to a baseline in which a single classifier, working an all five features at the same time, is employed.

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Paper citation in several formats:
Fagni T., Falchi F. and Sebastiani F. (2009). Adaptive Committees of Feature-specific Classifiers for Image Classification.In Proceedings of the 2nd International Workshop on Image Mining Theory and Applications - Volume 1: Workshop IMTA, (VISIGRAPP 2009) ISBN 978-989-8111-80-7, pages 113-122. DOI: 10.5220/0001968501130122

@conference{workshop imta09,
author={Tiziano Fagni and Fabrizio Falchi and Fabrizio Sebastiani},
title={Adaptive Committees of Feature-specific Classifiers for Image Classification},
booktitle={Proceedings of the 2nd International Workshop on Image Mining Theory and Applications - Volume 1: Workshop IMTA, (VISIGRAPP 2009)},
year={2009},
pages={113-122},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001968501130122},
isbn={978-989-8111-80-7},
}

TY - CONF

JO - Proceedings of the 2nd International Workshop on Image Mining Theory and Applications - Volume 1: Workshop IMTA, (VISIGRAPP 2009)
TI - Adaptive Committees of Feature-specific Classifiers for Image Classification
SN - 978-989-8111-80-7
AU - Fagni T.
AU - Falchi F.
AU - Sebastiani F.
PY - 2009
SP - 113
EP - 122
DO - 10.5220/0001968501130122

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