Laser & Optoelectronics Progress, Volume. 62, Issue 16, 1615002(2025)

Multi-Feature Fusion 3D Reconstruction Method Based on Similarity-Driven in High-Reflectivity Industrial Scenes

Zhuoyi Chen1, Haiyan Sun2、*, Xiaobin Li1、**, and Youlong Zeng1
Author Affiliations
  • 1School of Electrical and Electronic Engineering, Shanghai Institute of Technology, Shanghai 201418, China
  • 2School of Ecological Technology and Engineering, Shanghai Institute of Technology, Shanghai 201418, China
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    Figures & Tables(13)
    Schematic diagram of region-growing
    Space calibration of camera and LiDAR
    Schematic diagram of elevation pixel values
    Schematic diagram of searching for similar pixels
    High-reflective metallurgy scenes and corresponding point clouds. (a) Experimental scene 1; (b) experimental scene 2; (c) experimental scene 3
    Data collection system
    Flowchart of proposed algorithm
    Point cloud hole extraction of two-dimensional pixels
    Flowchart of feature pixel extraction
    Results of experimental scence 1. (a) Original point cloud; (b) enlarged view of point cloud hole; (c) Meshlab; (d) spline curve method; (e) RBF; (f) Spiral-filling; (g) FIS; (h) proposed algorithm
    Results of experimental scence 2. (a) Original point cloud; (b) enlarged view of point cloud hole; (c) Meshlab; (d) spline curve method; (e) RBF; (f) Spiral-filling; (g) FIS; (h) proposed algorithm
    Results of experimental scence 3. (a) Original point cloud; (b) enlarged view of point cloud hole; (c) Meshlab; (d) spline curve method; (e) RBF; (f) Spiral-filling; (g) FIS; (h) proposed algorithm
    • Table 1. Comparison of NSHD values for different algorithms

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      Table 1. Comparison of NSHD values for different algorithms

      DatasetAlgorithmNSHDMax errorMean errorTime /s
      Data 1Meshlab22.00.0440.01213.2
      Spline curve18.00.0360.0082.3
      RBF17.00.0340.00918.7
      Spiral-filling13.00.0290.0078.6
      FIS9.00.0200.00525.2
      Proposed6.00.0120.0033.6
      Data 2Meshlab6.30.0380.01011.9
      Spline curve5.10.0310.0082.5
      RBF4.80.0290.00816.5
      Spiral-filling3.90.0220.0076.2
      FIS3.70.0320.00820.2
      Proposed2.10.0130.0044.2
      Data 3Meshlab5.50.0330.00910.5
      Spline curve4.20.0270.0062.8
      RBF4.00.0240.00715.0
      Spiral-filling3.40.0210.0057.5
      FIS3.20.0220.00619.0
      Proposed1.80.0100.0024.0
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    Zhuoyi Chen, Haiyan Sun, Xiaobin Li, Youlong Zeng. Multi-Feature Fusion 3D Reconstruction Method Based on Similarity-Driven in High-Reflectivity Industrial Scenes[J]. Laser & Optoelectronics Progress, 2025, 62(16): 1615002

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    Paper Information

    Category: Machine Vision

    Received: Jan. 7, 2025

    Accepted: Mar. 3, 2025

    Published Online: Jul. 24, 2025

    The Author Email: Haiyan Sun (sj-shy@163.com), Xiaobin Li (lixiaobinauto@163.com)

    DOI:10.3788/LOP250463

    CSTR:32186.14.LOP250463

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