Vision and control techniques for robotic visual tracking

Algorithms for robotic real-time visual tracking of arbitrary 3-D objects traveling at unknown velocities in a 2-D space are presented. The problem of visual tracking is formulated as a problem of combining control with computer vision. A mathematical formulation that is general enough to be extended to the problem of tracking 3-D objects in 3-D space is presented. The authors propose the use of sum-of-squared differences optical flow for the computation of the vector of discrete displacements each instant of time. These displacements can be fed either directly to a PI controller, a pole assignment controller, or a discrete steady-state Kalman filter. In the latter case, the Kalman filter calculates the estimated values of the system's states and exogenous disturbances, and a discrete LQG controller computes the desired motion of the robotic system. The outputs of the controllers are sent to a Cartesian robotic controller that drives the robot.<<ETX>>

[1]  S. Ullman,et al.  The interpretation of visual motion , 1977 .

[2]  Thomas S. Huang,et al.  Estimating three-dimensional motion parameters of a rigid planar patch , 1981 .

[3]  Berthold K. P. Horn,et al.  Determining Optical Flow , 1981, Other Conferences.

[4]  David Heeger,et al.  Depth and Flow From Motion Energy , 1986, AAAI.

[5]  P. Anandan Measuring Visual Motion From Image Sequences , 1987 .

[6]  Lee E. Weiss,et al.  Dynamic sensor-based control of robots with visual feedback , 1987, IEEE Journal on Robotics and Automation.

[7]  Ren C. Luo,et al.  An adaptive robotic tracking system using optical flow , 1988, Proceedings. 1988 IEEE International Conference on Robotics and Automation.

[8]  Dimitris P. Tsakiris Visual Tracking Strategies. , 1988 .

[9]  Pradeep K. Khosla,et al.  Implementing real-time robotic systems using CHIMERA II , 1990, Proceedings., IEEE International Conference on Robotics and Automation.

[10]  P. K. Khosla,et al.  Adaptive Robotic Visual Tracking , 1991, 1991 American Control Conference.