系统仿真学报 ›› 2015, Vol. 27 ›› Issue (2): 362-368.

• 信息、控制、决策与仿真 • 上一篇    下一篇

基于双目云台相机的目标跟踪系统建模与仿真

夏候凯顺1, 陈善星1, 邬依林2   

  1. 1.华南理工大学自动化科学与工程学院,广州 510640;
    2.广东第二师范学院计算机科学系,广州 510310
  • 收稿日期:2014-01-01 修回日期:2014-04-28 发布日期:2020-09-02
  • 作者简介:夏候凯顺(1991-),男,江西吉安人,硕士生,研究方向为机器视觉,目标定位跟踪;陈善星(1990-),男,四川广安人,硕士生,研究方向为图像处理,机器人控制;邬依林(通信作者1970-),男,广东,副教授,研究方向为分布式参数系统、非线性控制、网络控制。
  • 基金资助:
    国家自然科学基金(61203060, 61273109); 广东省自然科学基金(S20120100008462)

Modeling and Simulation for Target Tracking System Based on Dual-Pan-Tilt Camera

Xiahou Kaishun1, Chen Shanxing1, Wu Yilin2   

  1. 1. College of Automation Science and Engineering, South China University of Technology, Guangzhou 510640, China;
    2. Department of Computer Science, Guangdong University of Education, Guangzhou 510310, China
  • Received:2014-01-01 Revised:2014-04-28 Published:2020-09-02

摘要: 对双目云台相机目标跟踪系统的各个环节建立数学模型。采用扩展Kalman滤波(Extended Kalman Filter, EKF)作为定位跟踪算法,利用双目云台相机在水平方向、垂直方向转动角及其相对位置估计出目标实时位置;针对云台相机建模过程中相机外部参数随云台旋转发生变化的问题,提出一种云台相机实时标定方法;利用云台相机模型将目标估计位置投影到相机图像平面,提取出目标的图像特征作为视觉伺服系统的反馈信息控制云台旋转跟踪目标轨迹。在Matlab/Simulink环境下搭建仿真模型,仿真结果证实了方案的可行性和有效性,为视觉伺服控制器进一步设计提供了仿真平台。

关键词: 云台相机, 双目立体视觉, 目标跟踪, EKF, 视觉伺服

Abstract: Mathematical model of each component of target tracking system based on dual-pan-tilt camera was established. The rotation angles both in horizontal and vertical direction of each pan-tilt and the relative position of two cameras were adopted to estimate the real-time position of moving target with Extended Kalman Filter (EKF) tracking algorithm. A new real-time calibration method for pan-tilt camera was proposed to deal with the calibration problem that the external parameters of camera changes as the pan-tilt rotates in the process of camera modeling. In addition, the target’s image feature, extracted from the projected point on the camera image plane of estimated position of the target, was used as feedback information of visual servo system to control the pan-tilt to track the trajectory of the moving target. The Matlab/Simulink simulation system was built and the results show the scheme feasibility and effectiveness. It also provides a test platform for further research in the controller design of visual servo system.

Key words: pan-tilt camera, binocular stereo vision, target tracking, EKF, visual servo

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