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Authors: Xavier Cortés ; Francesc Serratosa and Carlos Francisco Moreno-García

Affiliation: Universitat Rovira i Virgili, Spain

Keyword(s): Bayes Classifier, Structural Pattern Recognition, Interactive Pattern Recognition, Graph Matching.

Related Ontology Subjects/Areas/Topics: Graphical and Graph-Based Models ; Pattern Recognition ; Theory and Methods

Abstract: This paper presents an interactive model for structural pattern recognition based on a naïve Bayes classifier. In some applications, the automatically computed correlation between local parts of two images is not good enough. Moreover, humans are very good at locating and mapping local parts of images although any kind of global transformations had been applied to these images. In our model, the user interacts on the automatically obtained correlation (or correspondences between local parts) and helps the system to find the best correspondence while the global transformation parameters are automatically recomputed. The model is based on a Bayes classifier in which the human interaction is properly modelled and embedded in the model. We show that with little human interaction, the quality of the returned correspondences and global transformation parameters drastically increases.

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Paper citation in several formats:
Cortés, X.; Serratosa, F. and Moreno-García, C. (2015). An Interactive Model for Structural Pattern Recognition based on the Bayes Classifier. In Proceedings of the International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM; ISBN 978-989-758-076-5; ISSN 2184-4313, SciTePress, pages 240-247. DOI: 10.5220/0005201602400247

@conference{icpram15,
author={Xavier Cortés. and Francesc Serratosa. and Carlos Francisco Moreno{-}García.},
title={An Interactive Model for Structural Pattern Recognition based on the Bayes Classifier},
booktitle={Proceedings of the International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM},
year={2015},
pages={240-247},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005201602400247},
isbn={978-989-758-076-5},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM
TI - An Interactive Model for Structural Pattern Recognition based on the Bayes Classifier
SN - 978-989-758-076-5
IS - 2184-4313
AU - Cortés, X.
AU - Serratosa, F.
AU - Moreno-García, C.
PY - 2015
SP - 240
EP - 247
DO - 10.5220/0005201602400247
PB - SciTePress

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