Effectiveness of rough initial scan for high-precision automatic 3D scanning

被引:3
|
作者
Seo, Ji Hyun [1 ,2 ]
Lee, Inhwan Dennis [1 ]
Yoo, Byounghyun [1 ,3 ]
机构
[1] Korea Inst Sci & Technol, Ctr Artificial Intelligence, 5 Hwarangro14 Gil, Seoul 02792, South Korea
[2] Korea Univ, Coll Informat, Dept Comp Sci & Engn, 145 Anam Ro, Seoul 02841, South Korea
[3] Univ Sci & Technol, Devis Nano & Informat Technol, 5 Hwarangro14 Gil, Seoul 02792, South Korea
关键词
automatic 3D scanning; next best view; view planning; shape inference; 3D reconstruction; OBJECT; RECONSTRUCTION; SYSTEM;
D O I
10.1093/jcde/qwab049
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Herein, we present an efficient method for the high-precision automatic 3D scanning of unknown objects for mechanical parts. Our method comprises two phases, namely a rough initial scan and a precision scan. The goal of the rough initial scan is to scan the rough shape rapidly and to provide scan data for the precision scan, thereby reducing the duration of the entire process. Researchers have attempted to provide rough information regarding an object before precision scanning, e.g. by building a rough three-dimensional (3D) model using 2D images or capturing the shape in advance using a low-accuracy scanner with a larger view frustum. However, our two-phase scanning method uses a single type of high-precision scanner for scanning the rough shape and also for the precision scan, which comes afterwards. In the rough initial scan phase, the next scanning view is determined based on the scan data captured by the latest view, eventually forming helical shape movement. In this study, we apply the two-phase scan method to 18 types of models in a virtual 3D scanning environment. For diverse configurations, the model size is adjusted from small to large relative to the virtual scanner's view frustum, and the number of next best views calculated per iteration during the precision scan phase is adjusted. We demonstrate that the rough initial scan provides a certain amount of scan data rapidly regardless of the model size and shape. Furthermore, we demonstrate that the two scan methods complement each other, thereby reducing the overall process time and workload.
引用
收藏
页码:1332 / 1354
页数:23
相关论文
共 50 条
  • [1] A high-efficiency and high-precision automatic 3D scanning system for industrial parts based on a scanning path planning algorithm
    Zong, Yulong
    Liang, Jin
    Pai, Wenyan
    Ye, Meitu
    Ren, Maodong
    Zhao, Jianbo
    Tang, Zhengzong
    Zhang, Jiyao
    [J]. OPTICS AND LASERS IN ENGINEERING, 2022, 158
  • [2] Underwater High-Precision 3D Reconstruction System Based on Rotating Scanning
    Xue, Qingsheng
    Sun, Qian
    Wang, Fupeng
    Bai, Haoxuan
    Yang, Bai
    Li, Qian
    [J]. SENSORS, 2021, 21 (04) : 1 - 16
  • [3] High-precision Management of 3D Location Information of Underground Facilities by Using High-precision 3D Geospatial Information
    Chiba, Shigeru
    Minamino, Akihiko
    Suizu, Tomoki
    [J]. NTT Technical Review, 2021, 19 (01): : 56 - 61
  • [4] HIGH-PRECISION LASER SCANNING FOR CAVE TOURISM 3D Reconstruction of the Pollera Cave, Italy
    Cosso, Tiziano
    Ferrando, Ilaria
    Orlando, Anna
    [J]. GIM INTERNATIONAL-THE WORLDWIDE MAGAZINE FOR GEOMATICS, 2015, 29 (03): : 23 - 25
  • [5] Feedforward compensation of scan-induced disturbances for a high-precision robotic 3D measurement system
    Wertjanz, Daniel
    Kern, Thomas
    Csencsics, Ernst
    Schitter, Georg
    [J]. 2023 AMERICAN CONTROL CONFERENCE, ACC, 2023, : 679 - 684
  • [6] 3D Precision Measurement of Scanning Moire Using Line Scan Camera
    Kim, Hyun-Ju
    Yoon, Doo-Hyun
    Kim, Hakil
    [J]. KOREAN JOURNAL OF OPTICS AND PHOTONICS, 2008, 19 (05) : 376 - 380
  • [7] Standardized measurement of auricle: A method of high-precision and reliability based on 3D scanning and Mimics software
    Wang, Di
    Jiang, Haiyue
    Pan, Bo
    Yang, Qinghua
    He, Leren
    Sun, Hengyun
    Yu, Xiaobo
    Lin, Lin
    [J]. EXPERIMENTAL AND THERAPEUTIC MEDICINE, 2019, 18 (06) : 4575 - 4582
  • [8] High-precision localization and quantification of 3D tubular structures
    Rohr, Karl
    Woerz, Stefan
    [J]. 2006 3RD IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: MACRO TO NANO, VOLS 1-3, 2006, : 1160 - +
  • [9] High-Precision 3D Printing for the Fabrication of Photonic Elements
    Stender, B.
    Krupp, A.
    Kuehn, D.
    Esslinger, M.
    Steenhusen, S.
    Houbertz, R.
    [J]. 2016 CONFERENCE ON LASERS AND ELECTRO-OPTICS (CLEO), 2016,
  • [10] 3D printing of high-precision and ferromagnetic functional devices
    Zhiyuan Huang
    Guangbin Shao
    Dekai Zhou
    Xinghong Deng
    Jing Qiao
    Longqiu Li
    [J]. International Journal of Extreme Manufacturing, 2023, 5 (03) : 652 - 662