• DocumentCode
    3283983
  • Title

    A 3D reconstruction of the human jaw from a single image

  • Author

    Abdelrahim, Aly ; Shalaby, Ahmed ; Elhabian, Shireen ; Graham, James ; Farag, Aly

  • Author_Institution
    ECE Dept., Univ. of Louisville, Louisville, KY, USA
  • fYear
    2013
  • fDate
    15-18 Sept. 2013
  • Firstpage
    3622
  • Lastpage
    3626
  • Abstract
    Accurate 3D modeling of the human teeth/jaw helps patients avoid the discomfort of the mold process, and improves the data accuracy for oral orthodontists and dental care personnel. Since the surface of the human tooth is almost textureless, Shape from Shading (SFS) has been successfully adopted in solving this problem. In this paper, we attempt to improve the limitations of previous 3D tooth reconstruction algorithms by developing a new approach for shape reconstruction from single image shading with Two-Dimensional Principle Component Analysis (2D-PCA) shape priors. The surface reflectance is modeled using Oren-Nayar-Wolff model which accounts for the retro-reflection case and we experimentally prove that the teeth surface follows the microfacet theory. Our formulation exploits the shape priors as extracted from a set of training CT scans of real human jaws. Our experiments provide promising quantitative metric results for the proposed approach. This work is fundamental for establishing an optical-based approach for reconstructing the human jaw that is inexpensive and does not use ionizing radiation.
  • Keywords
    dentistry; image reconstruction; medical image processing; principal component analysis; 2D-PCA shape prior; 3D modeling; 3D tooth reconstruction algorithm; Oren-Nayar-Wolff model; SFS; data accuracy; dental care personnel; human jaw reconstruction; human tooth surface; image shading; microfacet theory; mold process; optical-based approach; oral orthodontists; retroreflection case; shape reconstruction; shape-from-shading; surface reflectance; two-dimensional principle component analysis; 2D-PCA; Oren-Nayar-Wolff reflectance model; SFS; jaw modeling; shape priors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2013 20th IEEE International Conference on
  • Conference_Location
    Melbourne, VIC
  • Type

    conf

  • DOI
    10.1109/ICIP.2013.6738747
  • Filename
    6738747