An efficient coordinate frame calibration method for 3-D measurement by multiple camera systems

Extrinsic calibration or coordinate frame calibration of multiple cameras is a critical step for conducting three-dimensional measurement effectively from visual images. Based on the concept of relative world coordinate system, an efficient method for calibrating the coordinate frames for multiple cameras has been developed in this paper. Its basic idea is to compute the transformation matrices between cameras from their individual transformation matrices to a relative world coordinate system such that its absolute coordinate information is not required and methods for single camera calibration can be utilized. A solution procedure that separates rotational parameters from translation parameters of transformation matrices has been developed where the rotational parameters are obtained first by solving a set of nonlinear equations involving two Euler angular parameters, while the translational parameters are then calculated analytically. In addition, equations for calculating the depth information and matching lines in general cases have been presented. Finally, a detailed numerical investigation regarding the error and sensitivity analysis of the proposed calibration algorithms has been performed extensively.

[1]  Janne Heikkilä,et al.  A four-step camera calibration procedure with implicit image correction , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

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

[3]  Fei-Yue Wang,et al.  VEHICLES WITH INTELLIGENT SYSTEMS FOR TRANSPORT AUTOMATION , 2000 .

[4]  Fei-Yue Wang A simple and analytical procedure for calibrating extrinsic camera parameters , 2004, IEEE Trans. Robotics Autom..

[5]  J. Y. S. Luh,et al.  A Three-Dimensional Vision by Off-Shelf System with Multi-Cameras , 1985, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[6]  Olivier D. Faugeras,et al.  A theory of self-calibration of a moving camera , 1992, International Journal of Computer Vision.

[7]  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..

[8]  Roger Y. Tsai,et al.  Techniques for Calibration of the Scale Factor and Image Center for High Accuracy 3-D Machine Vision Metrology , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[9]  T. Strat Recovering the camera parameters from a transformation matrix , 1987 .

[10]  W. Faig CALIBRATION OF CLOSE-RANGE PHOTOGRAMMETRIC SYSTEMS: MATHEMATICAL FORMULATION , 1975 .

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

[12]  Reyes Enciso,et al.  Self-calibration from four views with possibly varying intrinsic parameters , 1997, Image Vis. Comput..

[13]  T. Clarke,et al.  The Development of Camera Calibration Methods and Models , 1998 .

[14]  Yoram Yakimovsky,et al.  A system for extracting three-dimensional measurements from a stereo pair of TV cameras , 1976 .

[15]  Sundaram Ganapathy,et al.  Decomposition of transformation matrices for robot vision , 1984, Pattern Recognit. Lett..

[16]  Robert B. Kelley,et al.  Camera Models Based on Data from Two Calibration Planes , 1981 .

[17]  Gianni Conte,et al.  Automatic Vehicle Guidance: the Experience of the ARGO Autonomous Vehicle , 1999 .

[18]  Janne Heikkilä,et al.  Geometric Camera Calibration Using Circular Control Points , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[19]  S DeMa,et al.  A self-calibration technique for active vision systems , 1996 .

[20]  Songde Ma,et al.  A complete two-plane camera calibration method and experimental comparisons , 1993, 1993 (4th) International Conference on Computer Vision.

[21]  Pearl Pu,et al.  A new development in camera calibration calibrating a pair of mobile cameras , 1985, Proceedings. 1985 IEEE International Conference on Robotics and Automation.

[22]  H. M. Karara,et al.  Direct Linear Transformation from Comparator Coordinates into Object Space Coordinates in Close-Range Photogrammetry , 2015 .

[23]  Irwin Sobel,et al.  On Calibrating Computer Controlled Cameras for Perceiving 3-D Scenes , 1973, IJCAI.

[24]  C. S. G. Lee,et al.  Robotics: Control, Sensing, Vision, and Intelligence , 1987 .

[25]  Ravi Samtaney,et al.  A Method to Solve Interior and Exterior Camera Calibration Parameters for Image Resection , 1999 .

[26]  Brian James O'Kennedy,et al.  Stereo camera calibration , 2002 .

[27]  Quang-Tuan Luong,et al.  Self-Calibration of a Moving Camera from Point Correspondences and Fundamental Matrices , 1997, International Journal of Computer Vision.