DocumentCode :
3039245
Title :
Real time tracking of multiple persons using elementary tracks
Author :
Mostafoui, Ghilès ; Achard, Catherine ; Milgram, Maurice
Author_Institution :
LISIF, Paris, France
fYear :
2005
fDate :
15-16 Sept. 2005
Firstpage :
129
Lastpage :
134
Abstract :
We propose a real time tracking algorithm for a counting person application. Our algorithm needs any a priori knowledge neither on the model of person, nor on their size or their number, which can evolve with time. It manages several problems such as occlusion and under or over-segmentations especially thanks to a shape model obtained with a homography. The first step consisting in motion detection, leads to regions that have to be assigned to trajectories. This tracking step is achieved using a new concept: elementary tracks. They allow on the one hand to manage the tracking and on the other hand, to detect the output of occlusion by introducing coherent sets of regions. Those sets enable to define temporal kinematical, shape and colour models. Significant results will be presented on several sequences with ground truth.
Keywords :
image colour analysis; image motion analysis; image sequences; object detection; real-time systems; tracking; colour models; elementary tracks; homography; motion detection; multiple persons; real time tracking; shape models; temporal kinematical; Image analysis; Image processing; Image segmentation; Kinematics; Man machine systems; Motion detection; Shape; Target tracking; Trajectory; Virtual reality;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Video and Signal Based Surveillance, 2005. AVSS 2005. IEEE Conference on
Print_ISBN :
0-7803-9385-6
Type :
conf
DOI :
10.1109/AVSS.2005.1577255
Filename :
1577255
Link To Document :
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