Modelling and simulation of active contour model for object tracking

被引:0
|
作者
Kim, CT [1 ]
Choi, TY [1 ]
Lee, JJ [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Elect Engn & Comp Sci, Taejon 305701, South Korea
来源
PROCEEDINGS OF THE IASTED INTERNATIONAL CONFERENCE ON APPLIED SIMULATION AND MODELLING | 2004年
关键词
active contour model; dynamic programming; energy minimization; object tracking;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An active contour models for object tracking using prior contour are investigated. The proposed algorithm uses edge with color feature for tracking and also uses the prior contour information for robust characteristics. The orthogonal search to contour extends search range and reduces computational burden compared with conventional snake algorithms. The conventional algorithms have many problem for tracking, so model based techniques are noticed in tracking with snake. The tracking with models such as eigenvector model and dynamic model are suggested. But they need complex procedures such as training, estimation and matching. The proposed algorithm suggests the tracking scheme such like Kass's one, energy minimization. But it uses the prior contour as a model defining smooth similarities with two contours. The algorithm searches normally and uses dynamic programming to solve energy minimization problem. The main drawbacks of conventional snake algorithm - shrinking, limited search range, sensitive to noises - improved with the proposed algorithm. The external energy using color is also introduced. It can be adopted in robocup to detect ball or patch-tracking application because of the ability to be able to use shape and color information in the same time.
引用
收藏
页码:313 / 317
页数:5
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