EFFECTIVE OBJECT TRACKING BY MATCHING OBJECT AND BACKGROUND MODELS USING ACTIVE CONTOURS

被引:2
|
作者
Allili, Mohand Said [1 ]
机构
[1] Univ Quebec Outaouais, Dept Informat Ingn, Gatineau, PQ J8X 3X7, Canada
关键词
Finite mixture models; active contours; EM algorithm;
D O I
10.1109/ICIP.2009.5414279
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose an effective approach for tracking distribution of objects. The approach uses a competition between a tracked objet and background distributions using active contours. Only the segmentation of the object in the first frame is required for initialization. We evolve the object contour by assigning pixels in a fashion that maximizes the likelihood of the object versus the background. This maximization is implemented using an EM-like algorithm, which evolves the object contour exactly to its boundaries, and adapts the parameters of the object and background distributions.
引用
收藏
页码:873 / 876
页数:4
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