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Authors: B. Clemente 1 ; M. L. Durán 2 ; A. Caro 2 and P. G. Rodríguez 2

Affiliations: 1 Sicubo Ltd., Spain ; 2 Universidad de Extremadura, Spain

ISBN: 978-989-674-011-5

Keyword(s): Machine learning, Image classification, Human perception.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolutionary Computing ; Information Extraction ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Machine Learning ; Soft Computing ; Symbolic Systems

Abstract: Image classification is one of the most important research tasks in the Content-Based Image Retrieval area. The term image categorization refers to the labeling of the images under one of a number of predefined categories. Although this task is usually not too difficult for humans, it has proved to be extremely complex for machines (or computer programs). The major issues concern variable and sometimes uncontrolled imaging conditions. This paper focuses on observation of behavior for different classifiers within a collection of general purpose images (photos). We carry out a contrastive study between the groups obtained from these mathematical classifiers and a prior classification developed by humans.

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Paper citation in several formats:
Clemente B.; Durán M.; Caro A.; Rodríguez P. and (2009). BEHAVIOR OF DIFFERENT IMAGE CLASSIFIERS WITHIN A BROAD DOMAIN.In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 1: KDIR, (IC3K 2009) ISBN 978-989-674-011-5, pages 278-283. DOI: 10.5220/0002297002780283

@conference{kdir09,
author={B. Clemente and M. L. Durán and A. Caro and P. G. Rodríguez},
title={BEHAVIOR OF DIFFERENT IMAGE CLASSIFIERS WITHIN A BROAD DOMAIN},
booktitle={Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 1: KDIR, (IC3K 2009)},
year={2009},
pages={278-283},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002297002780283},
isbn={978-989-674-011-5},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 1: KDIR, (IC3K 2009)
TI - BEHAVIOR OF DIFFERENT IMAGE CLASSIFIERS WITHIN A BROAD DOMAIN
SN - 978-989-674-011-5
AU - Clemente, B.
AU - Durán, M.
AU - Caro, A.
AU - Rodríguez, P.
PY - 2009
SP - 278
EP - 283
DO - 10.5220/0002297002780283

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