TY - GEN
T1 - Linear camera calibration by single image based on distortion correction
AU - Qi, Min
AU - Zhang, Boxi
AU - Xu, Yuelei
AU - Xin, Hongjuan
AU - Cheng, Gong
N1 - Publisher Copyright:
© 2018 Association for Computing Machinery.
PY - 2018/10/6
Y1 - 2018/10/6
N2 - In this paper, a linear camera calibration algorithm using one image based on distortion correction is presented. First, this algorithm takes advantage of first-order radial distortion coefficient to correct image primary and then extracts the control points to fit line based on orthogonal distance, getting accurate linear slope. Next, according to the slopes of collinear points, distortion correction index function is established and then all distortions parameters are obtained by optimizing the function using optimization algorithm. Finally, camera can be calibrated linearly with single image that have been corrected based on Zhengyou Zhang algorithm. Distortion parameters, separated from the camera model, do not need to be incorporated into the camera model for multiple repeated calibrations. On the one hand, it solves the problem that Zhengyou Zhang algorithm can not be used in camera systems with a low depth of field. On the other hand, it avoids the instability of solution caused by coupling of distortion parameters, internal parameters and external parameters as well as the complex computations of three LM optimization. A large number of analysis and experiments prove that this algorithm is simple, efficient and has wide application in theory and practice.
AB - In this paper, a linear camera calibration algorithm using one image based on distortion correction is presented. First, this algorithm takes advantage of first-order radial distortion coefficient to correct image primary and then extracts the control points to fit line based on orthogonal distance, getting accurate linear slope. Next, according to the slopes of collinear points, distortion correction index function is established and then all distortions parameters are obtained by optimizing the function using optimization algorithm. Finally, camera can be calibrated linearly with single image that have been corrected based on Zhengyou Zhang algorithm. Distortion parameters, separated from the camera model, do not need to be incorporated into the camera model for multiple repeated calibrations. On the one hand, it solves the problem that Zhengyou Zhang algorithm can not be used in camera systems with a low depth of field. On the other hand, it avoids the instability of solution caused by coupling of distortion parameters, internal parameters and external parameters as well as the complex computations of three LM optimization. A large number of analysis and experiments prove that this algorithm is simple, efficient and has wide application in theory and practice.
KW - Distortion correction
KW - Linear camera calibration
KW - Single image
KW - Slope constraint
UR - http://www.scopus.com/inward/record.url?scp=85058647565&partnerID=8YFLogxK
U2 - 10.1145/3282286.3282303
DO - 10.1145/3282286.3282303
M3 - 会议稿件
AN - SCOPUS:85058647565
T3 - ACM International Conference Proceeding Series
SP - 21
EP - 25
BT - ICGSP 2018 - Proceedings of 2018 the 2nd International Conference on Graphic and Signal Proceesing
PB - Association for Computing Machinery
T2 - 2nd International Conference on Graphic and Signal Proceesing, ICGSP 2018
Y2 - 6 October 2018 through 8 October 2018
ER -