Laser & Optoelectronics Progress, Volume. 62, Issue 2, 0215002(2025)

Structured Light Centerline Extraction Method for Ice Surface Based on Normal Guidance

Tao Song1,2、*, Guihua Liu1,2, Huiming Huang1,2, Yunxing Gong1,2, Fuping Qin1,2, and Hao Xie1,2
Author Affiliations
  • 1School of Information Engineering, Southwest University of Science and Technology, Mianyang 621010, Sichuan , China
  • 2Robot Technology Used for Special Environment Key Laboratory of Sichuan Province, Mianyang 621010, Sichuan , China
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    Figures & Tables(20)
    Boundary tracing schematic and chain code representation and coordinate diagram. (a) Schematic diagram of clockwise boundary tracing; (b) chain code representation and coordinate plot
    Light penetration images of the ice surface. (a) (b) Light spot interference and local magnification; (c) (d) line width variation and local magnification
    Laser and spot boundary diagrams. (a) (b) (c) Original laser and spot diagrams; (d) (e) (f) laser and spot contour diagrams
    Schematic diagram of the search path for boundary tracking
    Flowchart of preliminary extraction of center point
    Flowchart of laser stripe center extraction of sub-pixel center point
    Schematic diagram of bilinear interpolation
    Schematic diagram of accurate extraction of laser stripe center coordinates
    Center point and normal direction diagram
    Schematic diagram of visual measurement system
    Original images of the surface of the ice body with diffused light spot and the extraction effect of multiple algorithms. (a) Original images;(b) gray gravity algorithm; (c) Steger algorithm; (d) skeleton algorithm; (e) algorithm of reference [13]; (f) algorithm of reference [16]; (g) algorithm of reference [17]; (h) proposed algorithm
    Original images of laser stripes with curvature change, comparison of extraction effects of multiple algorithms, and local enlargement images. (a) Original images;(b) gray gravity algorithm; (c) Steger algorithm; (d) skeleton algorithm; (e) algorithm of reference [13]; (f) algorithm of reference [16]; (g) algorithm of reference [17]; (h) proposed algorithm
    Original images of laser stripes with varying widths, comparison of extraction effects of various algorithms, and local enlargement images. (a) Original images;(b) gray gravity algorithm; (c) Steger algorithm; (d) skeleton algorithm; (e) algorithm of reference [13]; (f) algorithm of reference [16]; (g) algorithm of reference [17]; (h) proposed algorithm
    Schematic of laser stripes extraction on different ice surfaces. (a) Complex stripes with varying stripe line widths; (b) rough surface of the ice; (c) stripe boundaries are not obvious; (d) stripe line width widening
    Simulated light bar images. (a) y=80; (b) y=100; (c) y=130
    Multiple algorithms for extracting coordinate scatter plots
    Root mean square error of simulated light bar centers for multiple algorithms
    Frost ice sphere surface reconstruction effect. (a) Real image of frost ice; (b) 3D point cloud of frost ice surface
    • Table 1. Error analysis of laser-centered coordinates on the surface of the ice

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      Table 1. Error analysis of laser-centered coordinates on the surface of the ice

      AlgorithmR2RMSER¯2RMSE
      1234567
      Gray gravity4.3044.2332.5191.4303.2028.4650.8473.571
      Steger2.6901.4050.3731.3091.1947.5180.8002.184
      Skeleton2.6032.9291.8001.0942.9306.9981.2442.799
      Algorithm of reference [133.3950.8291.1131.0301.5324.4860.5201.843
      Algorithm of reference [162.5021.9910.4460.5341.5927.6391.4742.311
      Algorithm of reference [172.4941.4310.6791.1101.2987.3780.4302.117
      Proposed algorithm0.4730.4400.3460.4440.5310.1860.3690.398
    • Table 2. Running time of different algorithms

      View table

      Table 2. Running time of different algorithms

      AlgorithmPicture numberAverage time
      12345
      Gray gravity6.35.86.05.75.95.94
      Steger159.4148.8150.3150.6150.1151.84
      Skeleton9.69.08.89.39.79.28
      Algorithm of reference [1311.112.113.012.712.412.26
      Algorithm of reference [1621.621.420.719.920.520.82
      Algorithm of reference [1754.652.048.049.149.250.58
      Proposed algorithm24.424.123.522.121.323.08
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    Tao Song, Guihua Liu, Huiming Huang, Yunxing Gong, Fuping Qin, Hao Xie. Structured Light Centerline Extraction Method for Ice Surface Based on Normal Guidance[J]. Laser & Optoelectronics Progress, 2025, 62(2): 0215002

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    Paper Information

    Category: Machine Vision

    Received: Mar. 5, 2024

    Accepted: May. 22, 2024

    Published Online: Jan. 3, 2025

    The Author Email:

    DOI:10.3788/LOP240814

    CSTR:32186.14.LOP240814

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