Visual Tracking Algorithm by Particle Filter and EM Based on Multi-cues

被引:0
|
作者
Sun, Qiao [1 ]
Zhang, Shengxiu [1 ]
Cao, Lijia [1 ]
Li, Xiaofeng [1 ]
机构
[1] Xian Res Inst Hitech, Dept Automat Control, Xian, Shaanxi Provinc, Peoples R China
关键词
Visual Tracking; Multi-cues Integration; Particle Filter; EM Algorithm; Parallel Computing; OBJECT TRACKING; INTEGRATION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To overcome the real-time and robust problem of visual tracking, a visual tracking algorithm based on a fusion of multi cue and particle filter was proposed. Firstly, the integrating formula was transmuted on the framework of particle filter base on multi-cues which integrated multi-cues based on cues rather than feature points so that it could be used for parallel computing. Secondly, the EM algorithm was used in multi-cues integration without the weight of each cue which improved the visual tracking algorithm robust by acclimatizing the appearance model to the object change. Experiment results show that the algorithm can track targets in complex environments and under pose and local occlusion.
引用
收藏
页码:1850 / 1854
页数:5
相关论文
共 50 条
  • [31] Particle Filter Based on Harris Hawks Optimization Algorithm for Underwater Visual Tracking
    Yang, Junyi
    Yao, Yutong
    Yang, Donghe
    [J]. JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2023, 11 (07)
  • [32] Particle filter based visual tracking with multi-cue adaptive fusion
    Li, Anping
    Jing, Zhongliang
    Hu, Shiqiang
    [J]. Chinese Optics Letters, 2005, 3 (06) : 326 - 329
  • [33] Particle filter based visual tracking with multi-cue adaptive fusion
    李安平
    敬忠良
    胡士强
    [J]. Chinese Optics Letters, 2005, (06) : 326 - 329
  • [34] Target Tracking with Particle Filter Based on Multiple Cues Fusion
    Zhang Tao
    Fei Shumin
    Hu Gang
    [J]. PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 2962 - 2967
  • [35] Particle Filter Based on Multiple Cues Fusion for Pedestrian Tracking
    Chong, Yanwen
    Chen, Rong
    Li, Qingquan
    Zheng, Chun-Hou
    [J]. EMERGING INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, 2012, 304 : 321 - +
  • [36] Particle Filter Object Tracking Based on Multiple Cues Fusion
    Wen, Zhiqiang
    Peng, Zhaoyi
    Deng, Xiaojun
    Li, Shifeng
    [J]. CEIS 2011, 2011, 15
  • [37] Image cues fusion for object tracking based on particle filter
    Li, PH
    Chaumette, F
    [J]. ARTICULATED MOTION AND DEFORMABLE OBJECTS, PROCEEDINGS, 2004, 3179 : 99 - 110
  • [39] The extraction of pixel-wise visual multi-cues for AHP-based privacy measurement
    Li, Xuan
    Xu, Yuhang
    Huang, Zhenghua
    Ma, Lei
    Yang, Zhi
    [J]. OPTIK, 2022, 249
  • [40] Hierarchical particle filter tracking algorithm based on multi-feature fusion
    Gan, Minggang
    Cheng, Yulong
    Wang, Yanan
    Chen, Jie
    [J]. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2016, 27 (01) : 51 - 62