A Particle Filter Based Algorithm for State estimation of Dim Moving Point Target in IR Image Sequence

被引:3
|
作者
Tursun, Dilmurat [1 ]
Xiang Guiying [1 ]
Hamdulla, Askar [1 ]
机构
[1] Xinjiang Univ, Inst Informat Sci & Engn, Urumqi 830046, Peoples R China
关键词
D O I
10.1109/IITA.2008.178
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Under the condition of the target's initial information is already estimated successfully, This paper present a real-time target tracking algorithm that based on particle filter (PF) update algorithm. According to the particles' transmission characteristics and the measurements from a single frame detection,the algorithm estimate the target's following moving state, in this way, tracking the dim moving point target successfully under the background of low signal-noise-ratio(SNR) in IR image sequence. The paper introduced the related theory and the concrete steps for accomplishing the algorithm and also simulated the proposed tracking algorithm on the MATLAB platform Experimental analysis and results showed that the algorithm achieved real-time, dynamic stability and robustness while tracking the random moving target in high clutter environment.
引用
收藏
页码:127 / 131
页数:5
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