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
  • [41] An Accelerated Algorithm for 3D Inversion of Gravity Data Based on Improved Conjugate Gradient Method
    Zhou, Shuai
    Jia, Hongfa
    Lin, Tao
    Zeng, Zhaofa
    Yu, Ping
    Jiao, Jian
    APPLIED SCIENCES-BASEL, 2023, 13 (18):
  • [42] Sub-Pixel Extraction of Laser Stripe Center Using an Improved Gray-Gravity Method
    Li, Yuehua
    Zhou, Jingbo
    Huang, Fengshan
    Liu, Lijian
    SENSORS, 2017, 17 (04)
  • [43] Optimization method of 3D reconstruction of metal cultural relics based on 3D laser scanning data reduction
    Chen, Xiang
    Wang, Ling
    Ding, Feng
    JOURNAL OF ENGINEERING-JOE, 2023, 2023 (12):
  • [44] Linear Correction and Matching Method for 3D Line Structure Reconstruction
    Jia, Di
    Li, Yuxiu
    Wu, Si
    Liu, Ying
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020
  • [45] Improved 3D Surface Reconstruction via the Method of Fundamental Solutions
    Zheng, Hui
    Wang, Feng
    Chen, C. S.
    Lei, M.
    Wang, Yong
    NUMERICAL MATHEMATICS-THEORY METHODS AND APPLICATIONS, 2020, 13 (04) : 973 - 985
  • [46] Method for Extracting the Center of Circular Coded Target Based on Radial Straight Line Fitting of Circular Coding
    Zhang Zonghua
    Wang Sen
    Wang Yuying
    Zhang Ang
    Meng Zhaozong
    Xiao Yanjun
    Gao Nan
    LASER & OPTOELECTRONICS PROGRESS, 2020, 57 (07)
  • [47] Research on Defect Detection Method for Power Battery Laser Welding Based on 3D Vision
    Lu, Qinghai
    Yang, Zhao
    He, Weiguo
    Hui, Ouyang
    Wang, Zhongren
    LASER & OPTOELECTRONICS PROGRESS, 2025, 62 (04)
  • [48] 3D Reconstruction Method for Laser Spiral Scanning Point Cloud
    Chen Kai
    Zhan Kai
    Yang Xiao-Cong
    Zhang Da
    SEVENTH INTERNATIONAL CONFERENCE ON OPTICAL AND PHOTONIC ENGINEERING (ICOPEN 2019), 2019, 11205
  • [49] Projection-Based Continuous 3D Printing Process With the Grayscale Display Method
    Wang, Yancheng
    Xue, Dai
    Mei, Deqing
    JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME, 2020, 142 (02):
  • [50] A Line Scan Camera based Stereo Method for High Resolution 3D Image Reconstruction
    Zhang, Pengchang
    Takeda, Tomoyuki
    Toque, Jay Arre
    Murayama, Yusuke
    Ide-Ektessabi, Ari
    MEASURING, MODELING, AND REPRODUCING MATERIAL APPEARANCE, 2014, 9018