Self-Recalibration of PTZ Cameras

Pan-tilt-zoom (PTZ) cameras have been widely used for providing flexible view selection and a wider observation range. In order to utilize these cameras for a meaning application, it is necessary to calibrate cameras. However, with camera pan, tilt and zoom, the previous calibrated camera parameters often vary, which are required to be updated automatically. In this paper, we present a novel self-recalibtion method of PTZ cameras under a small pitch angle. The proposed approach is based on the calibrated camera. First, the keypoints from two frames, corresponding to ones before and after the parameters are changed, are matched roughly, then the false matching pairs are removed by the displacement constraint, which is statistical displacement constraint in pan and tilt, while in zoom is principal point constraint. Second, the homography between the two frames can be estimated from the matching ones, then the camera parameters can be updated by combining previous known parameters. Furthermore, we present a evaluation method of recalibration precision. Experimental results demonstrate the effectiveness of the proposed algorithm.

[1]  Zhengyou Zhang,et al.  A Flexible New Technique for Camera Calibration , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[2]  Richard I. Hartley,et al.  Self-Calibration of Stationary Cameras , 1997, International Journal of Computer Vision.

[3]  Ramakant Nevatia,et al.  Self-calibration of a camera from video of a walking human , 2002, Object recognition supported by user interaction for service robots.

[4]  Ian D. Reid,et al.  Self-Calibration of Rotating and Zooming Cameras , 2002, International Journal of Computer Vision.

[5]  Kai-Tai Song,et al.  Dynamic Calibration of Pan–Tilt–Zoom Cameras for Traffic Monitoring , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[6]  Qian Chen,et al.  Camera Calibration with Two Arbitrary Coplanar Circles , 2004, ECCV.

[7]  Lawrence R. Rabiner,et al.  A novel approach to planar camera calibration , 2006, VISAPP.

[8]  Roger Y. Tsai,et al.  A versatile camera calibration technique for high-accuracy 3D machine vision metrology using off-the-shelf TV cameras and lenses , 1987, IEEE J. Robotics Autom..

[9]  Matthijs C. Dorst Distinctive Image Features from Scale-Invariant Keypoints , 2011 .

[10]  Hassan Foroosh,et al.  Practical PTZ camera calibration using Givens rotations , 2008, 2008 15th IEEE International Conference on Image Processing.

[11]  Cordelia Schmid,et al.  A Performance Evaluation of Local Descriptors , 2005, IEEE Trans. Pattern Anal. Mach. Intell..