• DocumentCode
    3422145
  • Title

    The scattered point cloud denoising method based on surfacelet transform of 3D context

  • Author

    Liu Dan-dan ; Yuan Gan-nan

  • Author_Institution
    Coll. of Autom., Harbin Eng. Univ., Harbin, China
  • Volume
    5
  • fYear
    2010
  • fDate
    25-27 June 2010
  • Abstract
    This paper proposed a fast denoising disposal method for scattered point cloud. The best approximation plane is determined by application of least-squares method and a new three-dimensional coordinates is established by the law vector of the plane as Z-axis, Scattered point will be coordinate transformation to new coordinate system; to conversion of scattered data process surfacelet transform and use improved 3D context model to estimate coefficient threshold of transformed different scales. According to threshold, the coefficient is filtered for denoising aim and the scattered point cloud convergence for a stable 3-D digital model. The experiment results show that noise is significant suppressed after denoising fairing data. Compared with other methods, processed data is more fairing and this method better retains detail features of the scattered points of 3D shape. This method makes full use of the relationship of 3D point cloud and provides the necessary preconditions for further three-dimensional reconstruction work.
  • Keywords
    image denoising; image reconstruction; least squares approximations; stereo image processing; transforms; 3D context model; 3D coordinates; 3D digital model; 3D reconstruction; 3D shape; approximation plane; coordinate transformation; fairing data denoising; fast denoising disposal method; law vector; least-squares method; noise suppression; scattered point cloud denoising method; surfacelet transform; Clouds; Context modeling; Filtering; Filters; Image reconstruction; Noise reduction; Scattering; Surface morphology; Surface reconstruction; Wavelet transforms; 3D context; Surfacelet transform; denoising; fairing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Design and Applications (ICCDA), 2010 International Conference on
  • Conference_Location
    Qinhuangdao
  • Print_ISBN
    978-1-4244-7164-5
  • Electronic_ISBN
    978-1-4244-7164-5
  • Type

    conf

  • DOI
    10.1109/ICCDA.2010.5541037
  • Filename
    5541037