TY - CONF AU - Santiago Segui AU - Michal Drozdzal AU - Petia Radeva AU - Jordi Vitria A2 - ICPRAM PY - 2012// TI - An Integrated Approach to Contextual Face Detection BT - 1st International Conference on Pattern Recognition Applications and Methods SP - 143 EP - 150 PB - Springer N2 - 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 L1 - http://refbase.cvc.uab.es/files/SDR2012.pdf N1 - MILAB; OR;MV ID - Santiago Segui2012 ER -