Visual Tracking Based on Adaptive Multi-Cue Integration

被引:0
|
作者
Ma, Jiaqing [1 ]
Han, Chongzhao [1 ]
Yang, Yi [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China
关键词
Visual tracking; mean shift; color cue; motion cue;
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
The traditional color-based mean shift tracking algorithm is unable to accurately track the object. To address the problems, this paper presents an improved tracking algorithm. The improved tracker integrates the color and motion cues which characterize the appearance and motion information of object respectively. During the tracking process, this integration strategy can dynamically adjust the weight of each visual cue according to their reliability, thus these two visual cues can complement each other and make for more precise target localization. The experimental results demonstrate that the proposed tracking algorithm improves the tracking performance of the traditional mean shift tracker in complicated real scenarios.
引用
收藏
页码:1737 / 1742
页数:6
相关论文
共 50 条
  • [1] Robust visual tracking based on multi-cue integration
    马加庆
    韩崇昭
    Chinese Optics Letters, 2009, 7 (05) : 400 - 402
  • [2] Robust visual tracking based on multi-cue integration
    Ma, Jiaqing
    Han, Chongzhao
    CHINESE OPTICS LETTERS, 2009, 7 (05) : 400 - 402
  • [3] Towards robust multi-cue integration for visual tracking
    Spengler, M
    Schiele, B
    MACHINE VISION AND APPLICATIONS, 2003, 14 (01) : 50 - 58
  • [4] Towards robust multi-cue integration for visual tracking
    Martin Spengler
    Bernt Schiele
    Machine Vision and Applications, 2003, 14 : 50 - 58
  • [5] Neural network based visual tracking with multi-cue adaptive fusion
    Li, Yongwei
    Hu, Shiqiang
    Guo, Peng
    ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 3, PROCEEDINGS, 2007, 4493 : 950 - +
  • [6] On Vision Servo Tracking and Control Based on Multi-Cue Adaptive Integration
    Li Jing
    Wang Junzheng
    Wang Lipeng
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 3681 - 3685
  • [7] Particle filter based visual tracking with multi-cue adaptive fusion
    李安平
    敬忠良
    胡士强
    ChineseOpticsLetters, 2005, (06) : 326 - 329
  • [8] Particle filter based visual tracking with multi-cue adaptive fusion
    Li, Anping
    Jing, Zhongliang
    Hu, Shiqiang
    Chinese Optics Letters, 2005, 3 (06) : 326 - 329
  • [9] Visual tracking with adaptive multi-cue fusion particle filter
    Tian J.
    Qian J.-S.
    Li S.-Y.
    Li D.
    Guangxue Jingmi Gongcheng/Optics and Precision Engineering, 2010, 18 (10): : 2254 - 2261
  • [10] Multi-cue Integration Object Tracking Based on Blocking
    Gu, Lichuan
    Wang, Chengji
    Zhong, Jinqin
    Liu, Jianxiao
    Wang, Juan
    INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2014, 8 (03): : 309 - 324