DIFFERENT CLASSIFIERS FOR THE PROBLEM OF EVALUATING CORK QUALITY IN AN INDUSTRIAL SYSTEM

Beatriz Paniagua-Paniagua, Miguel A. Vega-Rodríguez, Juan A. Gómez-Pulido, Juan M. Sánchez-Pérez

2006

Abstract

In this paper we study the use of different classifiers to solve a classification problem existing in the cork industry: the cork stopper/disk classification according to their quality using a visual inspection system. Cork is a natural and heterogeneous material, therefore, its automatic classification (usually, seven different quality classes exist) is very difficult. The classifiers, which we present in this paper, work with several quality discriminators (features), that we think could influence cork quality. These discriminators (features) have been checked and evaluated before being used by the different classifiers that will be exposed here. In this paper we attempt to evaluate the performance of a total of 4 different cork quality-based classifiers in order to conclude which of them is the most appropriate for this industry, and therefore, obtains the best cork classification results. In conclusion, our experiments show that the Euclidean classifier is the one which obtains the best results in this application field.

Paper Citation

in Harvard Style

Paniagua-Paniagua B., A. Vega-Rodríguez M., A. Gómez-Pulido J. and M. Sánchez-Pérez J. (2006). DIFFERENT CLASSIFIERS FOR THE PROBLEM OF EVALUATING CORK QUALITY IN AN INDUSTRIAL SYSTEM . In Proceedings of the Third International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO, ISBN 978-972-8865-60-3, pages 104-111. DOI: 10.5220/0001206601040111

in Bibtex Style

@conference{icinco06,
author={Beatriz Paniagua-Paniagua and Miguel A. Vega-Rodríguez and Juan A. Gómez-Pulido and Juan M. Sánchez-Pérez},
title={DIFFERENT CLASSIFIERS FOR THE PROBLEM OF EVALUATING CORK QUALITY IN AN INDUSTRIAL SYSTEM},
booktitle={Proceedings of the Third International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO,},
year={2006},
pages={104-111},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001206601040111},
isbn={978-972-8865-60-3},
}

in EndNote Style

TY - CONF
JO - Proceedings of the Third International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO,
TI - DIFFERENT CLASSIFIERS FOR THE PROBLEM OF EVALUATING CORK QUALITY IN AN INDUSTRIAL SYSTEM
SN - 978-972-8865-60-3
AU - Paniagua-Paniagua B.
AU - A. Vega-Rodríguez M.
AU - A. Gómez-Pulido J.
AU - M. Sánchez-Pérez J.
PY - 2006
SP - 104
EP - 111
DO - 10.5220/0001206601040111