Dim Target Tracking Base on GM-PHD Filter

被引:0
|
作者
Li, Lei [1 ]
Sun, Jinqiu [2 ]
Zhu, Yu [1 ]
Li, Haisen [1 ]
机构
[1] Northwestern Polytech Univ, Sch Comp Sci, Shaanxi Prov Key Lab Speech & Image Informat Proc, Xian 710129, Peoples R China
[2] Northwestern Polytech Univ, Inst Precis Guidance & Control, Xian 710129, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Dim space target detection; Star matching; Target sequences; GM-PHD filter;
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
In this paper, a real time method for detecting and tracking multiple dim targets in deep space background is presented. We matched the stars in tow continuous images to get their speed at first and found moving targets through speed in both images. Using the targets in the common frame data association is achieved. The Gaussian Mixture Probability Hypothesis Density (GM-PHD) filter is used to track targets to solve the problem of targets disappearance. To initialize of the birth random finite sets (RFSs) the targets sequences are built to find new targets. Extensive experiments on real images sequences show that the proposed approach could effectively meet the requirements of the real-time detection with a low false alarm rate and a high detection probability.
引用
收藏
页码:286 / 294
页数:9
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