• Laser & Optoelectronics Progress
  • Vol. 58, Issue 22, 2215005 (2021)
Yunzuo Zhang*, Panliang Yang, and Wenxuan Li
Author Affiliations
  • School of Information Science and Technology, Shijiazhuang Tiedao University, Shijiazhuang, Hebei 050043, China
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    DOI: 10.3788/LOP202158.2215005 Cite this Article Set citation alerts
    Yunzuo Zhang, Panliang Yang, Wenxuan Li. Detection of Cable Leakage Fixture in Railway Tunnel Based on Improved SSD Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(22): 2215005 Copy Citation Text show less
    Network structure of improved SSD
    Fig. 1. Network structure of improved SSD
    Block structure of improved SSD
    Fig. 2. Block structure of improved SSD
    Residual unit
    Fig. 3. Residual unit
    Examples of fixtures and background. (a) Fault fixture; (b) good fixture; (c) background
    Fig. 4. Examples of fixtures and background. (a) Fault fixture; (b) good fixture; (c) background
    Training loss diagram of different models. (a) SSD; (b) MobileNet SSD; (c) proposed improved SSD
    Fig. 5. Training loss diagram of different models. (a) SSD; (b) MobileNet SSD; (c) proposed improved SSD
    Examples of detection results of proposed algorithm
    Fig. 6. Examples of detection results of proposed algorithm
    AlgorithmGood_faxture AP /%Bad_fixture AP /%mAP /%
    SSD97.075.086.0
    MobileNet SSD92.167.379.7
    Proposed improved SSD92.281.086.6
    Table 1. Precision comparison
    AlgorithmNumber of parametersSpeed /(frame·s-1)
    SSD2387957021.5
    MobileNet SSD640811031.9
    Proposed improved SSD1069259026.6
    Table 2. Comparison of detection speed
    Yunzuo Zhang, Panliang Yang, Wenxuan Li. Detection of Cable Leakage Fixture in Railway Tunnel Based on Improved SSD Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(22): 2215005
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