• Laser & Optoelectronics Progress
  • Vol. 59, Issue 10, 1010007 (2022)
Yong Chen1、2、*, Zhen Wang1, and Chentao Lu1
Author Affiliations
  • 1School of Electronics and Information Engineering, Lanzhou Jiaotong University, Lanzhou 730070, Gansu , China
  • 2Gansu Provincial Engineering Research Center for Artificial Intelligence and Graphics & Image Processing, Lanzhou 730070, Gansu , China
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    DOI: 10.3788/LOP202259.1010007 Cite this Article Set citation alerts
    Yong Chen, Zhen Wang, Chentao Lu. Image Feature Matching Method of High-Speed Railway Catenary with Improved AKAZE Algorithm[J]. Laser & Optoelectronics Progress, 2022, 59(10): 1010007 Copy Citation Text show less
    Image feature comparison. (a) Feature extraction from original image; (b) feature extraction after fusion
    Fig. 1. Image feature comparison. (a) Feature extraction from original image; (b) feature extraction after fusion
    Schematic diagram of feature point detection in nonlinear scale space
    Fig. 2. Schematic diagram of feature point detection in nonlinear scale space
    Comparison of catenary matching. (a) Rough matching results; (b) results after removing mismatches
    Fig. 3. Comparison of catenary matching. (a) Rough matching results; (b) results after removing mismatches
    Comparison of different algorithms for catenary image matching. (a) Algorithm in Ref. [4]; (b) algorithm in Ref. [5]; (c) algorithm in Ref. [7]; (d) AKAZE algorithm; (e) proposed method
    Fig. 4. Comparison of different algorithms for catenary image matching. (a) Algorithm in Ref. [4]; (b) algorithm in Ref. [5]; (c) algorithm in Ref. [7]; (d) AKAZE algorithm; (e) proposed method
    Anomaly detection experiment of catenary. (a) Complete image of catenary structure; (b) missing part detection; (c) foreign body detection
    Fig. 5. Anomaly detection experiment of catenary. (a) Complete image of catenary structure; (b) missing part detection; (c) foreign body detection
    Ref.[4Ref.[5Ref.[7AKAZEProposed
    MatchesP /%MatchesP /%MatchesP /%MatchesP /%MatchesP /%
    30149.7747328.5376145.7376754.4877676.64
    Table 1. Comparison of average accuracy of catenary image feature points matching
    MethodRef.[4Ref.[5Ref.[7AKAZEProposed
    Time /s0.3660.7500.7040.4410.396
    Table 2. Comparison of average time of catenary feature points matching
    Yong Chen, Zhen Wang, Chentao Lu. Image Feature Matching Method of High-Speed Railway Catenary with Improved AKAZE Algorithm[J]. Laser & Optoelectronics Progress, 2022, 59(10): 1010007
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