Subpixel corner point detecting method based on greyscale constraint used for calibrating industrial microscopic systems

被引:2
|
作者
Kong, Quancun [1 ]
Li, Dong [1 ,2 ]
Liu, Guili [1 ]
Luo, Rongkun [1 ]
Wang, Zhiqiang [3 ]
机构
[1] Beijing Informat Sci & Technol Univ, Sch Instrumentat Sci & Optoelect Engn, Beijing, Peoples R China
[2] Beijing Informat Sci & Technol Univ, Key Lab, Minist Educ, Modern Measurement & Control Technol, 12 Xiaoying East Rd, Beijing, Peoples R China
[3] Tsinghua Univ, State Key Lab Tribol, Beijing Key Lab Precis Ultra Precis Mfg Equipment, Dept Mech Engn, Beijing, Peoples R China
来源
JOURNAL OF ENGINEERING-JOE | 2019年 / 2019卷 / 23期
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
edge detection; feature extraction; polynomial approximation; calibration; greyscale constraint; industrial microscopic systems; missed detection; repeated detection; subpixel corner point detection; black-; checkerboard; -white checkerboard; microscopic devices; complexed industrial environment; detection method; analysing geometric characteristics; four-neighbourhood region; greyscale features; diagonal direction; SINC greyscale distribution; corner point position; grey-gravity method; grey-centre method; quadratic polynomial approximation method; microscopic calibrating experiments; microhole centring system; centring precision; microscopic calibration; size; 10; 0; mum; 3;
D O I
10.1049/joe.2018.9124
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
To solve the problems of missed detection, repeated detection and low precision in the process of subpixel corner point detection of black-and-white checkerboard used for calibrating microscopic devices in complexed industrial environment, a new detection method based on greyscale constraint on the four-neighbourhood diagonal was proposed in the paper. By analysing geometric characteristics of the four-neighbourhood region and the grayscale features in diagonal direction, the SINC greyscale distribution was adopted to constrain corner point position, which realised rapid detection of subpixel corner point. Comparing with the existing methods, in the new method proposed the rate of repeated detection and missed detection decreased by about 20% and 2% respectively, which achieved a high rate of detecting accuracy over 99.9%. Meanwhile, the maximum error of corner point detection lowered from +/- 0.6pix to +/- 0.3pix, which showed that precision improved by about 50%. Finally, microscopic calibrating experiments used for micro-hole centring system were carried out. The results show centring error was reduced from 10 mu m (before calibration) to 3 mu m (after calibration), and centring precision was increased by about 75%. It demonstrated that the new method improved the accuracy and precision effectively, which verified its applicable feasibility of microscopic calibration used in industry spots.
引用
收藏
页码:8852 / 8857
页数:6
相关论文
共 6 条
  • [1] Method for detecting the notch deviation based on corner point constraint
    Xiao, Zhitao
    Wei, Quansheng
    Geng, Lei
    [J]. 2018 INTERNATIONAL CONFERENCE ON CONSTRUCTION, AVIATION AND ENVIRONMENTAL ENGINEERING, 2019, 233
  • [2] A measurement method for calibrating kinematic parameters of industrial robots with point constraint by a laser displacement sensor
    Guo, Yixuan
    Song, Bao
    Tang, Xiaoqi
    Zhou, Xiangdong
    Jiang, Zhouxiang
    [J]. MEASUREMENT SCIENCE AND TECHNOLOGY, 2020, 31 (07)
  • [3] Key Point Detecting and Matching for Microscopic Images of MEMS Components Based on Template Method
    Du, Xiaoyan
    Liu, Sheng
    Lin, Tao
    Li, Lanlan
    [J]. PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 1097 - 1101
  • [4] Detecting stealthy attacks on industrial control systems using a permutation entropy-based method
    Hu, Yan
    Li, Hong
    Luan, Tom H.
    Yang, An
    Sun, Limin
    Wang, Zhiliang
    Wang, Rui
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 108 : 1230 - 1240
  • [5] Optimal design of distributed energy systems for industrial parks under gas shortage based on augmented ε-constraint method
    Xing, Xiaokai
    Yan, Yamin
    Zhang, Haoran
    Long, Yin
    Wang, Yufei
    Liang, Yongtu
    [J]. JOURNAL OF CLEANER PRODUCTION, 2019, 218 : 782 - 795
  • [6] An Automated Method to Calibrate Industrial Robot Joint Offset Using Virtual Line-based Single-point Constraint Approach
    Liu, Yong
    Xi, Ning
    Zhang, George
    Li, Xiongzi
    Chen, Heping
    Zhang, Chi
    Jeffery, Michael J.
    Fuhlbrigge, Thomas A.
    [J]. 2009 IEEE-RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, 2009, : 715 - 720