• DocumentCode
    2357332
  • Title

    A high-precision linear method for camera pose determination

  • Author

    Yang, Sen

  • Author_Institution
    Nat. Lab. of Pattern Recognition, Chinese Acad. of Sci., Beijing, China
  • fYear
    2010
  • fDate
    4-7 Aug. 2010
  • Firstpage
    595
  • Lastpage
    600
  • Abstract
    This paper concerns a high-precision linear method for camera pose determination. The key idea is to replace the algebraic error in the classical linear method with the weighted algebraic error as an approximation of the geometric error. The proposed method provides a linear solution with accuracy closed to that of maximum likelihood (ML) estimation, but more efficient than ML estimation. Based on the EPnP algorithm, we obtain the weighted EPnP (WEPnP) algorithm by using the weighted linear technique. Experiments on simulative data and real images show that the WEPnP algorithm significantly outperforms the EPnP algorithm, what´s more, it even outperforms the Lu´s nonlinear algorithm in the case of small depth ratio.
  • Keywords
    approximation theory; cameras; geometry; maximum likelihood estimation; pose estimation; EPnP algorithm; approximation; camera pose determination; geometric error; high-precision linear method; maximum likelihood (ML) estimation; weighted EPnP algorithm; weighted algebraic error; Accuracy; Adaptive optics; Aerospace electronics; Cameras; Estimation; Least squares approximation; Noise level;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronics and Automation (ICMA), 2010 International Conference on
  • Conference_Location
    Xi´an
  • ISSN
    2152-7431
  • Print_ISBN
    978-1-4244-5140-1
  • Electronic_ISBN
    2152-7431
  • Type

    conf

  • DOI
    10.1109/ICMA.2010.5588392
  • Filename
    5588392