• DocumentCode
    860192
  • Title

    A frequency domain technique for range data registration

  • Author

    Lucchese, Luca ; Doretto, Gianfranco ; Cortelazzo, Guido Maria

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Oregon State Univ., Corvallis, OR, USA
  • Volume
    24
  • Issue
    11
  • fYear
    2002
  • fDate
    11/1/2002 12:00:00 AM
  • Firstpage
    1468
  • Lastpage
    1484
  • Abstract
    This work introduces an original method for registering pairs of 3D views consisting of range data sets which operates in the frequency domain. The Fourier transform allows the decoupling of the estimate of the rotation parameters from the estimate of the translation parameters, our algorithm exploits this well-known property by suggesting a three-step procedure. The rotation parameters are estimated by the first two steps through convenient representations and projections of the Fourier transforms´ magnitudes and the translational displacement is recovered by the third step by means of a standard phase correlation technique after compensating one of the two views for rotation. The performance of the algorithm, which is well-suited for unsupervised registration, is clearly assessed through extensive testing with several objects and shows that good and robust estimates of 3D rigid motion are achievable. Our algorithm can be used as a prealignment tool for more accurate space-domain registration techniques, like the ICP algorithm.
  • Keywords
    Fourier transforms; frequency-domain analysis; image motion analysis; image registration; parameter estimation; 3D rigid motion; 3D views; Fourier transform; ICP algorithm; algorithm performance; frequency domain technique; image registration; range data registration; rotation parameter estimation; space-domain registration techniques; standard phase correlation technique; translation parameter estimation; unsupervised registration; Fourier transforms; Frequency domain analysis; Image segmentation; Iterative closest point algorithm; Motion estimation; Parameter estimation; Phase estimation; Robustness; Solid modeling; Testing;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2002.1046160
  • Filename
    1046160