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Authors: Santi Seguí 1 ; Michal Drozdzal 2 ; Petia Radeva 2 and Jordi Vitrià 2

Affiliations: 1 Universitat Autònoma de Barcelona, Spain ; 2 Universitat Autònoma de Barcelona and Universitat de Barcelona, Spain

Keyword(s): Face detection, Object detection.

Related Ontology Subjects/Areas/Topics: Applications ; Object Recognition ; Pattern Recognition ; Software Engineering

Abstract: Face detection is, in general, based on content-based detectors. Nevertheless, the face is a non-rigid object with well defined relations with respect to the human body parts. In this paper, we propose to take benefit of the context information in order to improve content-based face detections. We propose a novel framework for integrating multiple content- and context-based detectors in a discriminative way. Moreover, we develop an integrated scoring procedure that measures the ’faceness’ of each hypothesis and is used to discriminate the detection results. Our approach detects a higher rate of faces while minimizing the number of false detections, giving an average increase of more than 10% in average precision when comparing it to state-of-the art face detectors.

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Paper citation in several formats:
Seguí, S.; Drozdzal, M.; Radeva, P. and Vitrià, J. (2012). AN INTEGRATED APPROACH TO CONTEXTUAL FACE DETECTION. In Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM; ISBN 978-989-8425-99-7; ISSN 2184-4313, SciTePress, pages 90-97. DOI: 10.5220/0003746200900097

@conference{icpram12,
author={Santi Seguí. and Michal Drozdzal. and Petia Radeva. and Jordi Vitrià.},
title={AN INTEGRATED APPROACH TO CONTEXTUAL FACE DETECTION},
booktitle={Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM},
year={2012},
pages={90-97},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003746200900097},
isbn={978-989-8425-99-7},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM
TI - AN INTEGRATED APPROACH TO CONTEXTUAL FACE DETECTION
SN - 978-989-8425-99-7
IS - 2184-4313
AU - Seguí, S.
AU - Drozdzal, M.
AU - Radeva, P.
AU - Vitrià, J.
PY - 2012
SP - 90
EP - 97
DO - 10.5220/0003746200900097
PB - SciTePress

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