Title :
Keeping Multiple Moving Targets in the Field of View of a Mobile Camera
Author :
Gans, Nicholas R. ; Hu, Guoqiang ; Nagarajan, Kaushik ; Dixon, Warren E.
Author_Institution :
Dept. of Electr. Eng., Univ. of Texas at Dallas, Richardson, TX, USA
Abstract :
This study introduces a novel visual servo controller that is designed to control the pose of the camera to keep multiple objects in the field of view (FOV) of a mobile camera. In contrast with other visual servo methods, the control objective is not formulated in terms of a goal pose or a goal image. Rather, a set of underdetermined task functions are developed to regulate the mean and variance of a set of image features. Regulating these task functions inhibits feature points from leaving the camera FOV. An additional task function is used to maintain a high level of motion perceptibility, which ensures that desired feature point velocities can be achieved. These task functions are mapped to camera velocity, which serves as the system input. A proof of stability is presented for tracking three or fewer targets. Experiments of tracking eight or more targets have verified the performance of the proposed method.
Keywords :
cameras; position control; servomechanisms; stability; target tracking; visual servoing; field of view; image features; mobile camera; motion perceptibility; moving target tracking; stability proof; visual servo controller; Cameras; Jacobian matrices; Robot vision systems; Stability analysis; Target tracking; Trajectory; Robust control; video surveillance; visual servoing;
Journal_Title :
Robotics, IEEE Transactions on
DOI :
10.1109/TRO.2011.2158695