An Improved Particle Filter Target Tracking Algorithm Based on Color Histogram and Convolutional Network

被引:0
|
作者
Gao, Shasha [1 ]
Zhou, Liang [1 ]
Xie, Qiang [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing, Jiangsu, Peoples R China
关键词
Convolutional network; Block color histogram; Target tracking; Particle filter; OBJECT TRACKING;
D O I
10.1007/978-3-319-97310-4_17
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Color feature is mainly adopted in the traditional particle filter method when tracking the target. In view of the problem of failing to track the target caused by background similarity and occlusion, an improved particle filter tracking algorithm based on color histogram and convolution network is proposed, which makes full use of the color feature and convolution feature of the target. Experiments show that compared with the traditional tracking algorithm based on particle filter, the proposed algorithm has a good ability to adapt to changes in the environment around the target.
引用
收藏
页码:149 / 155
页数:7
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