• Acta Optica Sinica
  • Vol. 38, Issue 9, 0915006 (2018)
Le Huang*, Gongping Wu*, and Xuhui Ye
Author Affiliations
  • School of Power and Mechanical Engineering, Wuhan University, Wuhan, Hubei 430072, China
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    DOI: 10.3788/AOS201838.0915006 Cite this Article Set citation alerts
    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 Copy Citation Text show less
    Structure of a high voltage transmission line
    Fig. 1. Structure of a high voltage transmission line
    Inspection robot
    Fig. 2. Inspection robot
    Flow chat of barriers identification
    Fig. 3. Flow chat of barriers identification
    Homomorphic filtering process
    Fig. 4. Homomorphic filtering process
    Homomorphic filter function
    Fig. 5. Homomorphic filter function
    Comparison of images before and after image filtering. (a) Before filtering; (b) after filtering
    Fig. 6. Comparison of images before and after image filtering. (a) Before filtering; (b) after filtering
    Kirsch eight direction templates
    Fig. 7. Kirsch eight direction templates
    LDP coding process
    Fig. 8. LDP coding process
    CLDP coding process
    Fig. 9. CLDP coding process
    Comparison of LDP and CLDP algorithms feature extraction
    Fig. 10. Comparison of LDP and CLDP algorithms feature extraction
    Histogram extraction of obstacles image CLDP
    Fig. 11. Histogram extraction of obstacles image CLDP
    Part of the obstacle image sample. (a) Suspension clamp; (b) count weight; (c) insulator chain
    Fig. 12. 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
    Fig. 13. 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
    Fig. 14. Recognition rate under different sample sizes. (a) Count weight; (b) suspension clamp; (c) insulator chain
    Obstacle typeCLDPTH-CLDPAH-CLDP
    Count weight838587
    Suspension clamp818285
    Insulator828488
    Table 1. Data of recognition accuracy%
    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
    Table 2. Contrast of the recognition performance
    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
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