Lens distortion correction based on one chessboard pattern image
详细信息    查看全文
  • 作者:Yubin Wu ; Shixiong Jiang ; Zhenkun Xu ; Song Zhu ; Danhua Cao
  • 关键词:computer vision ; camera distortion ; distortion correction ; corner detection
  • 刊名:Frontiers of Optoelectronics in China
  • 出版年:2015
  • 出版时间:September 2015
  • 年:2015
  • 卷:8
  • 期:3
  • 页码:319-328
  • 全文大小:1,713 KB
  • 参考文献:1.Abellard A, Bouchouicha M, Ben Khelifa M. A genetic algorithm application to stereo calibration. In: Proceedings of 2005 IEEE International Symposium on Computational Intelligence in Robotics and Automation. Espoo, Finland. 2005, 285-90CrossRef
    2.Brown D C. Close-range camera calibration. Photogrammetric Engineering, 1971, 37(8): 855-66
    3.Weng J, Cohen P, Herniou M. Camera calibration with distortion models and accuracy evaluation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1992, 14(10): 965-80CrossRef
    4.Zhang Z. On the epipolar geometry between two images with lens distortion. In: Proceedings of the 13th International Conference on Pattern Recognition (ICPR), Vienna. 1996, 407-11CrossRef
    5.Du X, Li H, Zhu Y. Camera lens radial distortion correction using two-view projective invariants. Optics Letters, 2011, 36(24): 4734-736CrossRef
    6.Goljan M, Fridrich J. Estimation of lens distortion correction from single images. In: Proceedings of SPIE 9028, Media Watermarking, Security, and Forensics. 2014, 90280N
    7.Prescott B, McLean G. Line-based correction of radial lens distortion. Graphical Models and Image Processing, 1997, 59(1): 39-7CrossRef
    8.Gao D, Yin F. Computing a complete camera lens distortion model by planar homography. Optics & Laser Technology, 2013, 49: 95-07CrossRef
    9.Hartley R, Kang S B. Parameter-free radial distortion correction with center of distortion estimation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2007, 29(8): 1309-321CrossRef
    10.Park J, Byun S C, Lee B U. Lens distortion correction using ideal image coordinates. IEEE Transactions on Consumer Electronics, 2009, 55(3): 987-91CrossRef
    11.Manolis L. Levenberg-Marquardt nonlinear least squares algorithms in C/C ++
  • 作者单位:Yubin Wu (1)
    Shixiong Jiang (1)
    Zhenkun Xu (1)
    Song Zhu (1)
    Danhua Cao (1)

    1. School of Optical and Electronic Information, Huazhong University of Science and Technology, Wuhan, 430074, China
  • 刊物类别:Engineering
  • 刊物主题:Electronic and Computer Engineering
    Electromagnetism, Optics and Lasers
    Biomedical Engineering
    Chinese Library of Science
  • 出版者:Higher Education Press, co-published with Springer-Verlag GmbH
  • ISSN:2095-2767
文摘
This paper proposes a detection method of chessboard corner to correct camera distortions–including radial distortion, decentering distortion and prism distortion. This proposed method could achieve high corner detection rate. Then we used iterative procedure to optimize distortion parameter to minimize distortion residual. In this method, first, non-distortion points are evaluated by four points near image center; secondly, Levenberg-Marquardt nonlinear optimization algorithm was adopted to calculate distortion parameters, and then to correct image by these parameters; thirdly, we calculated corner points on the corrected image, and repeated previous two steps until distortion parameters converge. Results showed the proposed method by iterative procedure can make the impact of slight distortion around image center negligible and the average of distortion residual of one line is almost 0.3 pixels. Keywords computer vision camera distortion distortion correction corner detection

© 2004-2018 中国地质图书馆版权所有 京ICP备05064691号 京公网安备11010802017129号

地址:北京市海淀区学院路29号 邮编:100083

电话:办公室:(+86 10)66554848;文献借阅、咨询服务、科技查新:66554700