Laser & Optoelectronics Progress, Volume. 57, Issue 16, 161018(2020)

Visible Light Image Segmentation Algorithm of Pantograph-Catenary Arcing

Zhen Tong、*, Guimei Gu1,2,3, and Xiaoning Yu1
Author Affiliations
  • 1School of Automation & Electrical Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China;
  • 2Key Laboratory of Opto-Technology and Intelligent Control Ministry of Education, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
  • 3Gansu Provincial Engineering Research Center for Artificial Intelligence and Graphics & Image Processing, Lanzhou, Gansu 730070, China;
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    Figures & Tables(7)
    Average gray M under different light
    Processing results of different algorithms. (a) Original image; (b) grayscale image; (c) uniformity measurement algorithm; (d) algorithm of Ref. [12]; (e) ours
    Denoising results of different algorithms. (a) Gray scale image; (b) Gaussian filtering algorithm; (c) algorithm of Ref.[13]; (d) ours
    • Table 1. Image processing results of night scene

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      Table 1. Image processing results of night scene

      ParameterUniformitymeasurementRef. [12]Ours
      Precision /%60.7371.0897.88
      Recall /%98.9597.5699.86
      RMSE /%8.616.841.58
      SA /%78.5489.6797.70
      Time /s3.60435.73216.1724
    • Table 2. Image processing results of strong light scene

      View table

      Table 2. Image processing results of strong light scene

      ParameterUniformitymeasurementRef. [12]Ours
      Precision/%51.5755.1398.31
      Recall /%97.5595.2598.56
      RMSE /%19.719.3801.98
      SA /%68.5488.5895.88
      Time /s3.56995.63216.0365
    • Table 3. Image processing results of cloudy scene

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      Table 3. Image processing results of cloudy scene

      ParameterUniformitymeasurementRef. [12]Ours
      Precision /%58.2458.2097.51
      Recall /%96.5395.7398.78
      RMSE /%9.434.611.19
      SA /%56.2885.6496.41
      Time /s3.56585.67836.2192
    • Table 4. Denoising effects of different algorithms

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      Table 4. Denoising effects of different algorithms

      AlgorithmPSNR
      NightStrong lightCloudy
      Gaussian31.892430.009425.6866
      Ref. [13]39.213138.390236.2322
      Ours58.411149.305048.5443
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    Zhen Tong, Guimei Gu, Xiaoning Yu. Visible Light Image Segmentation Algorithm of Pantograph-Catenary Arcing[J]. Laser & Optoelectronics Progress, 2020, 57(16): 161018

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    Paper Information

    Category: Image Processing

    Received: Nov. 25, 2019

    Accepted: Jan. 16, 2020

    Published Online: Aug. 5, 2020

    The Author Email: Zhen Tong (1220169014@qq.com)

    DOI:10.3788/LOP57.161018

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