Skip to main content

Research Repository

Advanced Search

An interactive model for structural pattern recognition based on the Bayes classifier.

Cortés, Xavier; Serratosa, Francesc; Moreno-García, Carlos Francisco

Authors

Xavier Cortés

Francesc Serratosa



Contributors

Maria De Marsico
Editor

M�rio Figueiredo
Editor

Ana Fred
Editor

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.

Citation

CORTÉS, X., SERRATOSA, F. and MORENO-GARCÍA, C.F. 2015. An interactive model for structural pattern recognition based on the Bayes classifier. In De Marsico, M., Figueiredo, M. and Fred, A. (eds.) Proceedings of 4th International conference on pattern recognition applications and methods (ICPRAM 2015), 10-12 January 2015, Lisbon, Portugal, vol 1. Setubal: SCITEPRSS [online], pages 240-247. Available from: https://doi.org/10.5220/0005201602400247

Conference Name 4th International conference on pattern recognition applications and methods (ICPRAM 2015)
Conference Location Lisbon, Portugal
Start Date Jan 10, 2015
End Date Jan 12, 2015
Acceptance Date Mar 18, 2014
Online Publication Date Jan 12, 2015
Publication Date Dec 31, 2015
Deposit Date Mar 11, 2021
Publicly Available Date Dec 7, 2023
Publisher SciTePress
Volume 1
Pages 240-247
Series ISSN 2184-4313
ISBN 9789897580765
DOI https://doi.org/10.5220/0005201602400247
Keywords Bayes classifier; Structural pattern recognition; Interactive pattern recognition, Graph matching
Public URL https://rgu-repository.worktribe.com/output/1255526

Files





You might also like



Downloadable Citations