Robust kernel-based tracking algorithm with background contrasting

被引:5
|
作者
Liu, Rongli [1 ]
Jing, Zhongliang [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Aeronaut & Astronaut, Shanghai 200240, Peoples R China
基金
中国国家自然科学基金;
关键词
MEAN-SHIFT; OBJECT TRACKING; MODE SEEKING;
D O I
10.3788/COL201210.021001
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The mean-shift algorithm has achieved considerable success in object tracking due to its simplicity and efficiency. Color histogram is a common feature in the description of an object. However, the kernel-based color histogram may not have the ability to discriminate the object from clutter background. To boost the discriminating ability of the feature, based on background contrasting, this letter presents an improved Bhattacharyya similarity metric for mean-shift tracking. Experiments show that the proposed tracker is more robust in relation to background clutter.
引用
收藏
页数:3
相关论文
共 50 条
  • [1] Robust kernel-based tracking algorithm with background contrasting
    刘荣利
    敬忠良
    [J]. Chinese Optics Letters, 2012, 10 (02) : 26 - 28
  • [2] Robust Kernel-Based Object Tracking with Multiple Kernel Centers
    Zhang, Shuo
    Bar-Shalom, Yaakov
    [J]. FUSION: 2009 12TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION, VOLS 1-4, 2009, : 1014 - 1021
  • [3] Robust kernel-based tracking using optimal control
    Qu, Wei
    Schonfeld, Dan
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 1777 - +
  • [4] Kernel-based robust tracking for objects undergoing occlusion
    Babu, RV
    Pérez, P
    Bouthemy, P
    [J]. COMPUTER VISION - ACCV 2006, PT II, 2006, 3852 : 353 - 362
  • [5] Robust tracking with motion estimation and kernel-based color modelling
    Babu, RV
    Pérez, P
    Bouthemy, P
    [J]. 2005 International Conference on Image Processing (ICIP), Vols 1-5, 2005, : 605 - 608
  • [6] A Novel Recursive Kernel-Based Algorithm for Robust Pattern Classification
    Santos, Jose Daniel A.
    Mattos, Cesar Lincoln C.
    Barreto, Guilherme A.
    [J]. INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2014, 2014, 8669 : 150 - 157
  • [7] Kernel-based object tracking
    Comaniciu, D
    Ramesh, V
    Meer, P
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (05) : 564 - 577
  • [8] Robust tracking with motion estimation and local Kernel-based color modeling
    Babu, R. Venkatesh
    Perez, Patrick
    Bouthemy, Patrick
    [J]. IMAGE AND VISION COMPUTING, 2007, 25 (08) : 1205 - 1216
  • [9] Robust Kernel-Based Tracking with Multiple Subtemplates in Vision Guidance System
    Yan, Yuzhuang
    Huang, Xinsheng
    Xu, Wanying
    Shen, Lurong
    [J]. SENSORS, 2012, 12 (02) : 1990 - 2004
  • [10] Active Tracking Using Intelligent Fuzzy Controller And Kernel-Based Algorithm
    Shirzi, Moteaal Asadi
    Hairi-Yazdi, M. R.
    [J]. IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ 2011), 2011, : 1157 - 1163