Target tracking for mobile robot platforms via object matching and background anti-matching

被引:15
|
作者
Zhang, Xuguang [2 ]
Liu, Honghai [1 ]
Li, Xiaoli [2 ]
机构
[1] Univ Portsmouth, Sch Creat Technol, Intelligent Syst & Biomed Robot Grp, Portsmouth PO1 2DJ, Hants, England
[2] Yanshan Univ, Inst Elect Engn, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
基金
中国国家自然科学基金;
关键词
Target tracking; Background anti-matching; Color orientation codes; Entropy filter; Covariance matching; Motion compensation; OMNIDIRECTIONAL VISION;
D O I
10.1016/j.robot.2010.08.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study proposes a novel method for target tracking based on the combination of object matching and background anti-matching which take account of both the global property of covariance matching and local property of mean shift tracking synthetically. In the background anti-matching phrase, a certain number of background regions are extracted based on the feature of color orientation codes via an entropy filter, and the covariance matrix is adapted to match these regions to get the global motion of the background; further, the object matching is carried out by a mean-shift tracking algorithm. The proposed method is evaluated in various datasets in comparison with their counterpart algorithms; experimental results sufficiently demonstrate the effectiveness of the method proposed in this study. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:1197 / 1206
页数:10
相关论文
共 50 条
  • [21] A Novel Matching Operator for Visual Object Tracking
    Abbasi, Soolmaz
    Rezaeian, Mehdi
    NEURAL PROCESSING LETTERS, 2023, 55 (07) : 9065 - 9084
  • [22] A Novel Matching Operator for Visual Object Tracking
    Soolmaz Abbasi
    Mehdi Rezaeian
    Neural Processing Letters, 2023, 55 : 9065 - 9084
  • [23] Object tracking with probabilistic Hausdorff distance matching
    Park, SC
    Lee, SW
    ADVANCES IN INTELLIGENT COMPUTING, PT 1, PROCEEDINGS, 2005, 3644 : 233 - 242
  • [24] Object Tracking Based on Local Feature Matching
    Xiao, Qinkun
    Liu, Xiangjun
    Liu, Mina
    2012 FIFTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2012), VOL 1, 2012, : 399 - 402
  • [25] OPTIMIZED SPATIAL MATCHING FOR VISUAL OBJECT TRACKING
    Wang, Fuxiang
    Mei, Qing
    Liu, Xuhui
    Xiao, Yao
    2021 IEEE 31ST INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), 2021,
  • [26] Object tracking using adaptive block matching
    Hariharakrishan, K
    Schonfeld, D
    Raffy, P
    Yassa, F
    2003 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL III, PROCEEDINGS, 2003, : 65 - 68
  • [27] Constrained Confidence Matching for Planar Object Tracking
    Wang, Tao
    Ling, Haibin
    Lang, Congyan
    Feng, Songhe
    Jin, Yi
    Li, Yidong
    2018 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2018, : 659 - 666
  • [28] A method for object tracking using shape matching
    Qi Xiaoping
    Mang Qiheng
    Ouyang Yimin
    Ma Jiaguang
    2006 IEEE WORKSHOP ON SIGNAL PROCESSING SYSTEMS DESIGN AND IMPLEMENTATION, 2006, : 372 - 376
  • [29] Visual object tracking via adaptive deep feature matching and overlap maximization
    Annis Fathima Aklak
    Purandhar Reddy Vadamala
    Pattern Analysis and Applications, 2023, 26 (3) : 889 - 906
  • [30] Anti-matching effect in a two dimensional driven vortex lattice in the presence of periodic pinning
    Akhilesh, M. P.
    Joseph, Toby
    JOURNAL OF PHYSICS-CONDENSED MATTER, 2024, 36 (49)