Automatic Method for Measuring Object Size Using 3D Camera

被引:1
|
作者
Cuong Vo-Le [1 ]
Pham Van Muoi [1 ]
Nguyen Hong Son [1 ]
Nguyen Van San [1 ]
Vu Khac Duong [1 ]
Nguyen Thi Huyen [1 ]
机构
[1] Hanoi Univ Sci & Technol, Sch Elect & Telecommun, Hanoi, Vietnam
关键词
Size measurement; 3D camera; automatic measurement; key point extraction; depth interpolation;
D O I
10.1109/ICCE48956.2021.9352115
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a method to automatically measure object size with high accuracy by a structure-light based stereo camera system. The approach includes four steps namely preprocessing, object detection, key points extraction and depth interpolation before size calculation. The RGB and depth frames are firstly aligned in the preprocessing step. Then, the object is detected by depth threshold and key points are extracted by Shi-Tomasi corner detector combined with our proposed key point extraction algorithm. An interpolation algorithm is developed to handle incorrect depth at the edge of objects. Last but not least, the object dimensions are calculated by Euclidean distance through the 3D coordinate of the key points. Experimental results of three-object measurement show that average accuracy is about 99% which is close to those of manual and theoretical methods. These also outperform the results of recently published papers.
引用
收藏
页码:365 / 369
页数:5
相关论文
共 50 条
  • [1] A 3D object measurement method using a single view camera
    Kang, Mi-Seon
    Lee, Cheol-hyo
    You, Byoung-Moon
    Chung, Yun-Su
    2015 INTERNATIONAL CONFERENCE ON ICT CONVERGENCE (ICTC), 2015, : 790 - 792
  • [2] A method of 3D measuring for finger pointing using a single camera
    Nakayama, Hironobu
    Sakamoto, Kunio
    INTELLIGENT ROBOTS AND COMPUTER VISION XXIV: ALGORITHMS, TECHNIQUES, AND ACTIVE VISION, 2006, 6384
  • [3] 3D Object Localization using Single Camera Images
    Buchholz, Dirk
    Kubus, Daniel
    Winkelbach, Simon
    Wahl, Friedrich M.
    2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), 2012, : 821 - 824
  • [4] 3D Object Reconstruction using Stationary RGB Camera
    Junior, Jose G. dos S.
    Lima, Gustavo C. R.
    Pinto, Adam H. M.
    Lima, Joao Paulo S. do M.
    Teichrieb, Veronica
    Quintino, Jonysberg P.
    da Silva, Fabio Q. B.
    Santos, Andre L. M.
    Pinho, Helder
    PROCEEDINGS OF THE 17TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (VISAPP), VOL 5, 2022, : 793 - 800
  • [5] Reconstructing the geometry of an object using 3D TOF Camera
    Francis, Sobers L. X.
    Anavatti, Sreenatha G.
    Garratt, Matthew
    2011 IEEE WORKSHOP ON MERGING FIELDS OF COMPUTATIONAL INTELLIGENCE AND SENSOR TECHNOLOGY (COMPSENS), 2011, : 13 - 17
  • [6] ROBUST AUTOMATIC OBJECT SEGMENTATION METHOD FOR 3D PRINTING
    Huang, Tzu-Kuei
    Wang, Ying-Hsuang
    Lin, Ta-Kai
    Chuang, Yung-Yu
    2016 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA & EXPO (ICME), 2016,
  • [7] Automatic reconstruction of 3D objects using a mobile camera
    Niem, W
    IMAGE AND VISION COMPUTING, 1999, 17 (02) : 125 - 134
  • [8] 3D Measurement of a Moving Object Using 3D Accelerometer Attached to Moving Camera
    Akamatsu, Toshihiro
    Dong, Fangyan
    Hirota, Kaoru
    2013 IEEE 8TH INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING (WISP), 2013, : 71 - 76
  • [9] AN AUTOMATIC DETECTION METHOD FOR ABNORMAL LAYING HEN ACTIVITIES USING A 3D DEPTH CAMERA
    Du, Xiaodong
    Teng, Guanghui
    ENGENHARIA AGRICOLA, 2021, 41 (03): : 263 - 270
  • [10] 3D measuring method off head and eye tracking system using a single camera
    Nishida, Masataka
    Sakamoto, Kunio
    ELECTRO-OPTICAL AND INFRARED SYSTEMS: TECHNOLOGY AND APPLICATIONS III, 2006, 6395