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A physically motivated pixel-based model for background subtraction in 3D images
Braham, Marc; Lejeune, Antoine; Van Droogenbroeck, Marc
2014In IEEE International Conference on 3D Imaging (IC3D), Liège 9-10 December 2014
Peer reviewed
 

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Keywords :
Range camera; Background subtraction; Motion detection; Kinect; Depth imagery; Video surveillance
Abstract :
[en] This paper proposes a new pixel-based background subtraction technique, applicable to range images, to detect motion. Our method exploits the physical meaning of depth information, which leads to an improved background/foreground segmentation and the instantaneous suppression of ghosts that would appear on color images. In particular, our technique considers certain characteristics of depth measurements, such as failures for certain pixels or the non-uniformity of the spatial distribution of noise in range images, to build an improved pixel-based background model. Experiments show that incorporating specificities related to depth measurements allows us to propose a method whose performance is increased with respect to other state-of-the-art methods.
Research center :
Signal and Image Exploitation (INTELSIG)
Disciplines :
Electrical & electronics engineering
Author, co-author :
Braham, Marc ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Exploitation des signaux et images
Lejeune, Antoine ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Exploitation des signaux et images
Van Droogenbroeck, Marc  ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Télécommunications
Language :
English
Title :
A physically motivated pixel-based model for background subtraction in 3D images
Publication date :
December 2014
Event name :
IEEE International Conference on 3D Imaging (IC3D)
Event place :
Liège, Belgium
Event date :
9-10 December 2014
Audience :
International
Main work title :
IEEE International Conference on 3D Imaging (IC3D), Liège 9-10 December 2014
Publisher :
Institute of Electrical and Electronics Engineers (IEEE)
Peer reviewed :
Peer reviewed
Available on ORBi :
since 03 November 2014

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