Title :
Tracking multiple nonrigid objects in video sequences
Author :
Brémond, François ; Thonnat, Monique
Author_Institution :
INRIA, Sophia-Antipolis, France
fDate :
9/1/1998 12:00:00 AM
Abstract :
This paper presents a method to track multiple nonrigid objects in video sequences. First, we present related works on tracking methods. Second, we describe our proposed approach. We use the notion of target to represent the perception of object motion. To handle the particularities of nonrigid objects we define a target as an individually tracked moving region or as a group of moving regions globally tracked. Then we explain how to compute the trajectory of a target and how to compute the correspondences between known targets and moving regions newly detected. In the case of an ambiguous correspondence we define a compound target to freeze the associations between targets and moving regions until a more accurate information is available. Finally we provide an example to illustrate the way we have implemented the proposed tracking method for video-surveillance applications
Keywords :
image segmentation; image sequences; motion estimation; surveillance; tracking; video signal processing; globally tracked moving regions; individually tracked moving region; multiple nonrigid objects tracking; object motion perception; target trajectory; video sequences; video-surveillance applications; Humans; Image edge detection; Layout; Object detection; Shape; Target recognition; Target tracking; Trajectory; Vehicle detection; Video sequences;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on