Title :
Visual tracking of multiple objects with automatic motion model switching
Author :
Tissainayagam, P. ; Suter, D.
Author_Institution :
Dept. of Electr. & Comput. Syst. Eng., Monash Univ., Clayton, Vic., Australia
Abstract :
In this paper we present an efficient contour tracking algorithm which can track 2D silhouettes of multiple objects in extended image sequences captured by a static camera. We represent contours using cubic B-splines, and our tracking algorithm is based on tracking a lower dimensional shape-space. The tracker is coupled with a multiple model filtering algorithm which caters for objects that move with variable motion. The model based technique we provide is capable of tracking rigid and nonrigid object contours with good accuracy
Keywords :
computational complexity; filtering theory; image representation; image sequences; optical tracking; splines (mathematics); 2D silhouette tracking; automatic motion model switching; contours; cubic B-splines; efficient contour tracking algorithm; extended image sequences; lower dimensional shape-space; multiple model filtering algorithm; multiple objects; nonrigid object contours; rigid object contours; static camera; tracking algorithm; visual tracking; Australia; Covariance matrix; Filtering algorithms; Image sequences; Matrix decomposition; Shape control; Spline; Systems engineering and theory; Tracking; Vectors;
Conference_Titel :
Pattern Recognition, 2000. Proceedings. 15th International Conference on
Conference_Location :
Barcelona
Print_ISBN :
0-7695-0750-6
DOI :
10.1109/ICPR.2000.903745