Controlling Background Subtraction Algorithms for Robust Object Detection

Abstract : This paper presents a controller for background subtraction algorithms to detect mobile objects in videos. The controller has two main tasks. The first task is to guide the background subtraction algorithm to update its background representation. To realize this task, the controller has to solve two important problems: removing ghosts (background regions misclassified as object of interest) and managing stationary objects. The controller detects ghosts based on object borders. To manage stationary objects, the controller cooperates with the tracking task to detect faster stationary objects without storing various background layers which are difficult to maintain. The second task is to initialize the parameter values of background subtraction algorithms to adapt to the current conditions of the scene. These parameter values enable the background subtraction algorithms to be as much sensitive as possible and to be consistent with the feedback of classification and tracking task.
Type de document :
Communication dans un congrès
International conference on Imaging for Crime Detection and Prevention, Dec 2009, London, United Kingdom. 2009
Liste complète des métadonnées

Littérature citée [10 références]  Voir  Masquer  Télécharger

https://hal.inria.fr/inria-00502932
Contributeur : Anh-Tuan Nghiem <>
Soumis le : vendredi 16 juillet 2010 - 10:29:17
Dernière modification le : samedi 27 janvier 2018 - 01:30:54
Document(s) archivé(s) le : vendredi 22 octobre 2010 - 12:15:53

Fichier

icdp2009.pdf
Fichiers produits par l'(les) auteur(s)

Identifiants

  • HAL Id : inria-00502932, version 1

Collections

Citation

Anh-Tuan Nghiem, François Bremond, Monique Thonnat. Controlling Background Subtraction Algorithms for Robust Object Detection. International conference on Imaging for Crime Detection and Prevention, Dec 2009, London, United Kingdom. 2009. 〈inria-00502932〉

Partager

Métriques

Consultations de la notice

309

Téléchargements de fichiers

189