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Authors: Andrzej Florek and Maciej Król

Affiliation: Institute of Control and Information Engineering, Automatic Control and Robotics Division Poznan University of Technology, Poland

ISBN: 978-989-8111-69-2

ISSN: 2184-4321

Keyword(s): Face recognition, Active Shape Model, Principal Component Analysis, Linear Discriminant Analysis, Support Vector Machine and Classification.

Abstract: In this paper, experimental results from the face contour classification tests are shown. The presented approach is dedicated to a face recognition algorithm based on the Active Shape Model method. The results were obtained from experiments carried out on the set of 3300 images taken from 100 persons. Automatically fitted contours (as 194 ordered face contour points vector, where the contour consisted of eight components) were classified by Nearest Neighbourhood Classifier and Support Vector Machines classifier, after feature space decomposition, carried out by the Linear Discriminant Analysis method. Feature subspace size reduction and classification sensitivity analysis for boundary case testing set are presented.

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Paper citation in several formats:
Florek A.; Król M. and (2009). CLASSIFIERS SENSITIVITY FOR BOUNDARY CASE TESTING SET IN THE FACE RECOGNITION ALGORITHM BASED ON THE ACTIVE SHAPE MODEL.In Proceedings of the Fourth International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, (VISIGRAPP 2009) ISBN 978-989-8111-69-2, pages 281-287. DOI: 10.5220/0001772902810287

@conference{visapp09,
author={Andrzej Florek and Maciej Król},
title={CLASSIFIERS SENSITIVITY FOR BOUNDARY CASE TESTING SET IN THE FACE RECOGNITION ALGORITHM BASED ON THE ACTIVE SHAPE MODEL},
booktitle={Proceedings of the Fourth International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, (VISIGRAPP 2009)},
year={2009},
pages={281-287},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001772902810287},
isbn={978-989-8111-69-2},
}

TY - CONF

JO - Proceedings of the Fourth International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, (VISIGRAPP 2009)
TI - CLASSIFIERS SENSITIVITY FOR BOUNDARY CASE TESTING SET IN THE FACE RECOGNITION ALGORITHM BASED ON THE ACTIVE SHAPE MODEL
SN - 978-989-8111-69-2
AU - Florek, A.
AU - Król, M.
PY - 2009
SP - 281
EP - 287
DO - 10.5220/0001772902810287

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