Acta Optica Sinica, Volume. 38, Issue 9, 0915006(2018)

Obstacle Identification Under Low-Light Conditions of Transmission Line Inspection Robot

Le Huang*, Gongping Wu*, and Xuhui Ye
Author Affiliations
  • School of Power and Mechanical Engineering, Wuhan University, Wuhan, Hubei 430072, China
  • show less
    Figures & Tables(16)
    Structure of a high voltage transmission line
    Inspection robot
    Flow chat of barriers identification
    Homomorphic filtering process
    Homomorphic filter function
    Comparison of images before and after image filtering. (a) Before filtering; (b) after filtering
    Kirsch eight direction templates
    LDP coding process
    CLDP coding process
    Comparison of LDP and CLDP algorithms feature extraction
    Histogram extraction of obstacles image CLDP
    Part of the obstacle image sample. (a) Suspension clamp; (b) count weight; (c) insulator chain
    AH-CLDP recognition rate at different fixed values of c
    Recognition rate under different sample sizes. (a) Count weight; (b) suspension clamp; (c) insulator chain
    • Table 1. Data of recognition accuracy%

      View table

      Table 1. Data of recognition accuracy%

      Obstacle typeCLDPTH-CLDPAH-CLDP
      Count weight838587
      Suspension clamp818285
      Insulator828488
    • Table 2. Contrast of the recognition performance

      View table

      Table 2. Contrast of the recognition performance

      Number oftrainingsamplesNumber oftesting samplesAlgorithmRecognitionaccuracy /%Recognitiontime (per image) /(m·s-1)Obstacletype
      30100AH-LBP7551Count weight
      30100AH-LDP8237
      30100AH-HOG8467
      30100AH-CLDP8746
      30100AH-LBP7762Suspension clamp
      30100AH-LDP8141
      30100AH-HOG8277
      30100AH-CLDP8550
      30100AH-LBP7868Insulator
      30100AH-LDP8650
      30100AH-HOG86.380
      30100AH-CLDP8857
    Tools

    Get Citation

    Copy Citation Text

    Le Huang, Gongping Wu, Xuhui Ye. Obstacle Identification Under Low-Light Conditions of Transmission Line Inspection Robot[J]. Acta Optica Sinica, 2018, 38(9): 0915006

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Machine Vision

    Received: Mar. 27, 2018

    Accepted: May. 2, 2018

    Published Online: May. 9, 2019

    The Author Email:

    DOI:10.3788/AOS201838.0915006

    Topics