Vision-Based Tracking by a Quadrotor on ROS

被引:8
|
作者
Wei, Yusheng [1 ]
Lin, Zongli [1 ]
机构
[1] Univ Virginia, Charles L Brown Dept Elect & Comp Engn, POB 400743, Charlottesville, VA 22904 USA
关键词
Tracking; quadrotor; image processing; vision-based tracking; ROS; TARGETS;
D O I
10.1142/S2301385019500080
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Vision-based tracking of a moving target is achieved in three steps: image processing, coordinate recovery and trajectory following. A testing platform containing two spawned quadrotors as the target and the tracker is developed on ROS, from which sequences of image frames are generated by an on-board camera while the target moves along a given path on the ground. A simple image processing algorithm is developed that achieves visual tracking and is robust to image blur and other background noises. Coordinate recovery recovers the original target trajectory as the desired path of the tracker in the real-world. A target following control law moves the tracker along the desired trajectory point-by-point. An analysis of the robustness of the tracking approach with respect to image blur and measurement noise of the tracker position is carried out to assure the applicability of the approach to real-world scenarios.
引用
收藏
页码:233 / 244
页数:12
相关论文
共 50 条
  • [31] Vision-based quadrotor stabilization using a pan and tilt camera
    Cabecinhas, D.
    Silvestre, C.
    Cunha, R.
    49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, : 1644 - 1649
  • [32] Vision Based Tracking for a Quadrotor Using Vanishing Points
    Jose-Ernesto Gomez-Balderas
    Pedro Castillo
    Jose Alfredo Guerrero
    Rogelio Lozano
    Journal of Intelligent & Robotic Systems, 2012, 65 : 361 - 371
  • [33] Vision Based Tracking for a Quadrotor Using Vanishing Points
    Gomez-Balderas, Jose-Ernesto
    Castillo, Pedro
    Guerrero, Jose Alfredo
    Lozano, Rogelio
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2012, 65 (1-4) : 361 - 371
  • [34] Vision-based tracking using intelligent excitation
    Cao, Chengyu
    Hovakimyan, Naira
    INTERNATIONAL JOURNAL OF CONTROL, 2008, 81 (11) : 1763 - 1778
  • [35] Vision-based tracking control for mobile robots
    Carelli, R
    Soria, CM
    Morales, B
    2005 12th International Conference on Advanced Robotics, 2005, : 148 - 152
  • [36] Vision-based preceding vehicle detection and tracking
    Fu, Chih-Ming
    Huang, Chung-Lin
    Chen, Yi-Sheng
    18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, PROCEEDINGS, 2006, : 1070 - 1073
  • [37] Coordinated Vision-Based Tracking for Multiple UAVs
    Cichella, Venanzio
    Kaminer, Isaac
    Dobrokhodov, Vladimir
    Hovakimyan, Naira
    2015 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2015, : 656 - 661
  • [38] Vision-Based Cooperative Simultaneous Localization and Tracking
    Chang, Chun-Hua
    Wang, Shao-Chen
    Wang, Chieh-Chih
    2011 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2011,
  • [39] Vision-Based Heading and Lateral Deviation Estimation for Indoor Navigation of a Quadrotor
    Balasubramanian, Anbarasu
    Ganesan, Anitha
    IETE JOURNAL OF RESEARCH, 2017, 63 (04) : 597 - 603
  • [40] Vision-based hand gesture tracking and recognition
    Huang, T
    ISSCS 2005: International Symposium on Signals, Circuits and Systems, Vols 1 and 2, Proceedings, 2005, : 403 - 403