CCD camera optimization calibration technique using genetic algorithm

被引:0
|
作者
Liu, CY [1 ]
Ye, D [1 ]
Che, RS [1 ]
Yu, ZJ [1 ]
Huang, QC [1 ]
机构
[1] Harbin Inst Technol, Dept Automat Measurement & Control, Harbin 150001, Peoples R China
来源
PROCEEDINGS OF THE THIRD INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY, VOL 2 | 2004年
关键词
vision measurement; camera calibration; distortions corrections; genetic algorithm;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In order to meet the requirement for high accuracy camera calibration technique in the field of computer vision measurement, a new two-stage calibration method base on linear solution estimation and genetic algorithm optimization was presented in this paper. Firstly, the intrinsic and extrinsic parameters based on ideal pinhole model were estimated by linear algorithm, and that the estimated results were used as the optimization initial values. Then all parameters including the distortions coefficients were optimized by genetic algorithm to get extract solutions. The rotation angels around axes were used as the genes of chromosome vector, the rotation angels were optimized directly by genetic algorithm, consequently the orthonormal constraints of rotation matrix were held. The results of comparison LEDs locations in the calibration template calculated inversely using obtained calibration parameters with LEDs locations calibrated precisely by 3D CMM indicated that the deviations were less than 0.05 mm, so the method could be satisfied with the calibration requirement of camera applied to vision measurement.
引用
收藏
页码:133 / 138
页数:6
相关论文
共 50 条
  • [41] Improved Particle Swarm Optimization Algorithm Based NonLinear Calibration of Camera
    Guan, Wei
    Li, Wentao
    Xi, Jianhui
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 5217 - 5221
  • [42] Calibration Algorithm of Mobile Robot Vision Camera
    Liu, Mingqin
    Zhang, Xiaoguang
    Zhang, Yuanliang
    Lyu, Sungki
    INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2016, 17 (01) : 51 - 57
  • [43] Research on Calibration Application of CCD Camera Based on OpenCV
    Zhang Jie
    Li Dong
    Wang Yanlin
    ISTAI 2016: PROCEEDINGS OF THE SIXTH INTERNATIONAL SYMPOSIUM ON TEST AUTOMATION & INSTRUMENTATION, 2016, : 15 - 21
  • [44] Calibration of CCD camera in image matching experimental equipment
    Wang, YL
    Hu, GC
    Chen, Z
    PROCEEDINGS OF THE SECOND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY, VOL 3, 2002, : 139 - 144
  • [45] Camera calibration with genetic algorithms
    Ji, Q
    Zhang, YM
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2001, 31 (02): : 120 - 130
  • [46] Optimization of Helical Microreactors by a Genetic Algorithm Technique
    Beigzadeh, Reza
    Izadi, Mahtab
    Rahimi, Masoud
    CHEMICAL ENGINEERING & TECHNOLOGY, 2020, 43 (12) : 2514 - 2522
  • [47] DMS model Calibration Using Genetic Algorithm
    Qu, Bo
    Gabric, Albert J.
    Xi, JiaoJiao
    2013 7TH INTERNATIONAL CONFERENCE ON SYSTEMS BIOLOGY (ISB), 2013, : 10 - 14
  • [48] Neuro-Calibration of a Camera using Particle Swarm Optimization
    Kumar, Sanjeev
    Raman, Balasubramanian
    Wu, Jonathan
    2009 SECOND INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN ENGINEERING AND TECHNOLOGY (ICETET 2009), 2009, : 13 - +
  • [49] Optimization Method of Camera Calibration Based on Quantum-Behaved Particle Swarm Optimization Algorithm
    Wang Daolei
    Hu Song
    LASER & OPTOELECTRONICS PROGRESS, 2018, 55 (12)
  • [50] Optimum Coordination of Directional Overcurrent Relays Using Genetic Algorithm Optimization Technique
    Chakor, Sahebrao V.
    Date, Tanuja N.
    PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND CONTROL (ISCO'16), 2016,