Face detection based on generic local descriptors and spatial constraints

Veronika Vogelhuber 1 Cordelia Schmid 1
1 MOVI - Modeling, localization, recognition and interpretation in computer vision
GRAVIR - IMAG - Graphisme, Vision et Robotique, Inria Grenoble - Rhône-Alpes, CNRS - Centre National de la Recherche Scientifique : FR71
Abstract : In this paper we present an algorithm for face detection that is based on generic local descriptors (e.g. eyes). A generic descriptor captures the distribution of individual descriptors over a set of samples (training images). This distribution is assumed to be a Gaussian mixture model and is learnt using the minimum description length principle (MDL). A descriptor of an unknown image may then be classified as one of the generic local descriptors. Robustness is achieved by using spatial constraints between locations of descriptors. Experiments show very promising results.
Type de document :
Communication dans un congrès
International Conference on Pattern Recognition (ICPR '00), Sep 2000, Barcelona, Spain. IEEE Computer Society, 1, pp.1084--1087, 2000, 〈http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=905660〉. 〈10.1109/ICPR.2000.905660〉
Liste complète des métadonnées

Littérature citée [10 références]  Voir  Masquer  Télécharger

https://hal.inria.fr/inria-00548288
Contributeur : Thoth Team <>
Soumis le : lundi 20 décembre 2010 - 08:42:48
Dernière modification le : mercredi 11 avril 2018 - 01:53:13
Document(s) archivé(s) le : lundi 21 mars 2011 - 02:51:26

Fichier

VS00.pdf
Fichiers produits par l'(les) auteur(s)

Identifiants

Collections

Citation

Veronika Vogelhuber, Cordelia Schmid. Face detection based on generic local descriptors and spatial constraints. International Conference on Pattern Recognition (ICPR '00), Sep 2000, Barcelona, Spain. IEEE Computer Society, 1, pp.1084--1087, 2000, 〈http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=905660〉. 〈10.1109/ICPR.2000.905660〉. 〈inria-00548288〉

Partager

Métriques

Consultations de la notice

206

Téléchargements de fichiers

182