A 3D RECONSTRUCTION OF THE HUMAN JAW FROM A SINGLE IMAGE

被引:0
作者
Abdelrahim, Aly [1 ]
Shalaby, Ahmed [1 ]
Elhabian, Shireen [2 ]
Graham, James [3 ]
Farag, Aly [1 ]
机构
[1] Univ Louisville, ECE Dept, Comp Vis & Image Proc Lab, Louisville, KY 40292 USA
[2] Cairo Univ, Fac Comp & Informat, Cairo, Egypt
[3] Univ Louisville, ECE Dept, Louisville, KY 40292 USA
来源
2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013) | 2013年
关键词
jaw modeling; Oren-Nayar-Wolff reflectance model; 2D-PCA; SFS; shape priors; SHAPE; MODELS;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
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.
引用
收藏
页码:3622 / 3626
页数:5
相关论文
共 20 条
[1]   Novel Image-Based 3D Reconstruction of the Human Jaw using Shape from Shading and Feature Descriptors [J].
Abdelrahim, Aly S. ;
Abdelrahman, Mostafa A. ;
Abdelmunim, Hossam ;
Farag, Aly A. ;
Miller, M. .
PROCEEDINGS OF THE BRITISH MACHINE VISION CONFERENCE 2011, 2011,
[2]  
Abdelrahim M. T., 2012, P IEEE COMP SOC C CO, P64
[3]  
Ahmed A., 2007, P IEEE INT C COMP VI, pX1
[4]   3D statistical models for tooth surface reconstruction [J].
Buchaillard, Stephanie I. ;
Ong, S. H. ;
Payan, Yohan ;
Foong, Kelvin .
COMPUTERS IN BIOLOGY AND MEDICINE, 2007, 37 (10) :1461-1471
[5]   SHAPE FROM SHADING FOR HYBRID SURFACES AS APPLIED TO TOOTH RECONSTRUCTION [J].
Carter, Cambron N. ;
Pusateri, Rosario J. ;
Chen, Dongqing ;
Ahmed, Abdelreheim H. ;
Farag, Aly A. .
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, :4049-4052
[6]   A new point matching algorithm for non-rigid registration [J].
Chui, HL ;
Rangarajan, A .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2003, 89 (2-3) :114-141
[7]  
Elad M, 2002, SPRING EUROGRAP, P107
[8]  
Farag A., 2012, MICCAI MED COMP VIS
[9]   Mutual information-based multimodal image registration using a novel joint histogram estimation [J].
Lu, Xuesong ;
Zhang, Su ;
Su, He ;
Chen, Yazhu .
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2008, 32 (03) :202-209
[10]  
Martin M., 2012, PLANT PATHOL, P1