A Compensatory Algorithm for High-Speed Visual Object Tracking Based on Markov Chain

被引:0
|
作者
Song, Zhenzhong [1 ]
Peng, Xiaoqing [2 ]
He, Huijun [1 ]
Wang, Gaoang [3 ]
机构
[1] Fudan Univ, Sch Comp Sci, Shanghai 200433, Peoples R China
[2] Fudan Univ, Fudan Univ Lib, Shanghai, Peoples R China
[3] Fudan Univ, China Dept Elect Engn, Shanghai, Peoples R China
关键词
Visual tracking; Markov Chain; machine learning; online algorithms;
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 order to effectively track high-speed objects in real time without any other instrumental methods but only based on computer vision, we propose an algorithm on camera control part by utilizing a history learning model in which a one-dimension Markov Transition Matrix synthesizes some historical information efficiently. The algorithm provides serials of conventional algorithms an effectively compensation when they perform worse in an interactive, high-speed circumstance, even lose the targets. Experimental results show that the new method is more stable and robust.
引用
收藏
页码:497 / +
页数:2
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