A Method for Extracting a Laser Center Line Based on an Improved Grayscale Center of Gravity Method: Application on the 3D Reconstruction of Battery Film Defects

被引:3
|
作者
Yao, Rongbin [1 ]
Wang, Baiyi [2 ]
Hu, Mengya [2 ]
Hua, Dezheng [2 ]
Wu, Lequn [2 ]
Lu, He [1 ]
Liu, Xinhua [2 ]
机构
[1] Lianyungang Normal Coll, Lianyungang 222006, Peoples R China
[2] China Univ Min & Technol, Sch Mechatron Engn, Xuzhou 221116, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 17期
基金
中国国家自然科学基金;
关键词
square lithium battery; 3D reconstruction; laser line extraction method; grayscale center of gravity method; ALGORITHM;
D O I
10.3390/app13179831
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Extraction of the laser fringe center line is a key step in the 3D reconstruction of linear structured light, the accuracy of which is directly related to the quality of the 3D model. A laser center line extraction method based on an improved gray center of gravity method is proposed to solve the problem of low extraction accuracy. Firstly, a smoothing method is used to eliminate the flat top of the laser line, and the Gaussian curve is adopted to fit the peak position of the curve. Then, the gray threshold is set to automatically extract the laser linewidth, and based on the window opening, the grayscale center of gravity method is improved to extract the coordinates of the center pixel for the second time. Finally, experiments show that the average absolute error of the improved laser line extraction method is 0.026 pixels, which is 2.3 times lower than the gray center of gravity method, 1.9 times lower than the curve fitting method, and the standard error can reach 0.005 pixels. Compared with the gray center of gravity method and the curve fitting method, the influence of gray value change on the center line extraction is more fully considered, and the center of the light strip can be extracted more accurately, achieving sub-pixel accuracy.
引用
收藏
页数:19
相关论文
共 50 条
  • [11] A novel 3D reconstruction method with a binocular-line laser system
    Chen, Yuan
    Jiang, Wensong
    Luo, Zai
    Yang, Li
    MEASUREMENT, 2024, 227
  • [12] 3D Human Pose Estimation based on Center of Gravity
    Xu, Liao
    Wu, Suping
    2020 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2020,
  • [13] Detection method for structural defects of railway clip fastener based on 3D line laser sensor
    Yuan, Xiaocui
    Wang, Yongtao
    Liu, Baoling
    Hou, Dibo
    Jiang, Zonghui
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2024, 53 (07):
  • [14] Research on 3D Reconstruction Method Based on Laser Rotation Scanning
    Liu, Tao
    Wang, Ningning
    Fu, Qiang
    Zhang, Yi
    Wang, Minghui
    2019 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (ICMA), 2019, : 1600 - 1604
  • [15] Research on the center extraction algorithm of structured light fringe based on an improved gray gravity center method
    Wang, Jun
    Wu, Jingjing
    Jiao, Xiang
    Ding, Yue
    JOURNAL OF INTELLIGENT SYSTEMS, 2023, 32 (01)
  • [16] Center of gravity Correction Method for Self-Support of Output Model in 3D Printer
    Nakatsuka, Jumpei
    Murakia, Yuta
    Kobori, Kenichi
    INTERNATIONAL WORKSHOP ON ADVANCED IMAGING TECHNOLOGY (IWAIT) 2022, 2022, 12177
  • [17] A 3D reconstruction method for complex defects based on MFD and multidirectional MFL
    Li, Shengping
    Zhang, Jie
    Zhang, Xu
    Feng, Chunrui
    Bai, Libing
    2024 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE, I2MTC 2024, 2024,
  • [18] A robot hand-eye calibration method of line laser sensor based on 3D reconstruction
    Li, Mingyang
    Du, Zhijiang
    Ma, Xiaoxing
    Dong, Wei
    Gao, Yongzhuo
    ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2021, 71
  • [19] A Lightweight Monocular 3D Face Reconstruction Method Based on Improved 3D Morphing Models
    You, Xingyi
    Wang, Yue
    Zhao, Xiaohu
    SENSORS, 2023, 23 (15)
  • [20] Regularized 3D spectroscopy with CubeFit: Method and application to the Galactic Center circumnuclear disk
    Paumard, Thibaut
    Ciurlo, Anna
    Morris, Mark R.
    Do, Tuan
    Ghez, Andrea M.
    ASTRONOMY & ASTROPHYSICS, 2022, 664