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
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
下载
收藏
页码:3622 / 3626
页数:5
相关论文
共 50 条
  • [1] DeepHuman: 3D Human Reconstruction From a Single Image
    Zheng, Zerong
    Yu, Tao
    Wei, Yixuan
    Dai, Qionghai
    Liu, Yebin
    2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019), 2019, : 7738 - 7748
  • [2] 3D Reconstruction from A Single Image
    Ping, Guiju
    Wang, Han
    PROCEEDINGS OF THE IEEE 2019 9TH INTERNATIONAL CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS (CIS) ROBOTICS, AUTOMATION AND MECHATRONICS (RAM) (CIS & RAM 2019), 2019, : 47 - 52
  • [3] Complete 3D Human Reconstruction from a Single Incomplete Image
    Wang, Junying
    Yoon, Jae Shin
    Wang, Tuanfeng Y.
    Singh, Krishna Kumar
    Neumann, Ulrich
    2023 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2023, : 8748 - 8758
  • [4] 3D reconstruction of the human jaw from a sequence of images
    Ahmed, M
    Yamany, S
    Hemayed, E
    Ahmed, S
    Roberts, S
    Farag, A
    1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, : 646 - 653
  • [5] Nonrigid 3D Reconstruction from a Single Image
    Ma, Wen-juan
    2016 INTERNATIONAL CONFERENCE ON INFORMATION SYSTEM AND ARTIFICIAL INTELLIGENCE (ISAI 2016), 2016, : 138 - 142
  • [6] 3D Human Body Reconstruction from a Single Image via Volumetric Regression
    Jackson, Aaron S.
    Manafas, Chris
    Tzimiropoulos, Georgios
    COMPUTER VISION - ECCV 2018 WORKSHOPS, PT IV, 2019, 11132 : 64 - 77
  • [7] TetraTSDF: 3D human reconstruction from a single image with a tetrahedral outer shell
    Onizuka, Hayato
    Hayirci, Zehra
    Thomas, Diego
    Sugimoto, Akihiro
    Uchiyama, Hideaki
    Taniguchi, Rin-ichiro
    2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2020, : 6010 - 6019
  • [8] 3D Room Reconstruction from A Single Fisheye Image
    Li, Mingyang
    Zhou, Yi
    Meng, Ming
    Wang, Yuehua
    Zhou, Zhong
    2019 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2019,
  • [9] 3D corrective nose reconstruction from a single image
    Yanlong Tang
    Yun Zhang
    Xiaoguang Han
    Fang-Lue Zhang
    Yu-Kun Lai
    Ruofeng Tong
    Computational Visual Media, 2022, 8 (02) : 225 - 237
  • [10] 3D tree models reconstruction from a single image
    Zeng, Jiguo
    Zhang, Yan
    Zhan, Shouyi
    ISDA 2006: SIXTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, VOL 2, 2006, : 445 - +