Recovering people tracking errors using enhanced covariance-based signatures

Julien Badie 1, * Slawomir Bak 1 Silviu-Tudor Serban 1 François Bremond 1
* Auteur correspondant
1 STARS - Spatio-Temporal Activity Recognition Systems
CRISAM - Inria Sophia Antipolis - Méditerranée
Abstract : This paper presents a new approach for tracking multiple persons in a single camera. This approach focuses on re- covering tracked individuals that have been lost and are detected again, after being miss-detected (e.g. occluded) or after leaving the scene and coming back. In order to correct tracking errors, a multi-cameras re-identification method is adapted, with a real-time constraint. The proposed ap- proach uses a highly discriminative human signature based on covariance matrix, improved using background subtrac- tion, and a people detection confidence. The problem of linking several tracklets belonging to the same individual is also handled as a ranking problem using a learned pa- rameter. The objective is to create clusters of tracklets de- scribing the same individual. The evaluation is performed on PETS2009 dataset showing promising results.
Type de document :
Communication dans un congrès
Fourteenth IEEE International Workshop on Performance Evaluation of Tracking and Surveillance - 2012, Jul 2012, Beijing, China. pp.487-493, 2012, 〈10.1109/AVSS.2012.90〉
Liste complète des métadonnées

Littérature citée [13 références]  Voir  Masquer  Télécharger
https://hal.inria.fr/hal-00761322
Contributeur : Julien Badie <>
Soumis le : mercredi 5 décembre 2012 - 11:56:46
Dernière modification le : jeudi 11 janvier 2018 - 16:20:58
Document(s) archivé(s) le : mercredi 6 mars 2013 - 05:45:09

Fichier

4797a487.pdf
Fichiers produits par l'(les) auteur(s)

Identifiants

Collections

INRIA | UNIV-COTEDAZUR

Citation

Julien Badie, Slawomir Bak, Silviu-Tudor Serban, François Bremond. Recovering people tracking errors using enhanced covariance-based signatures. Fourteenth IEEE International Workshop on Performance Evaluation of Tracking and Surveillance - 2012, Jul 2012, Beijing, China. pp.487-493, 2012, 〈10.1109/AVSS.2012.90〉. 〈hal-00761322〉

Exporter

BibTeX TEI DC DCterms EndNote

Partager

Métriques

Consultations de la notice

263

Téléchargements de fichiers

134

Contact


archive-ouverte@inria.fr