• Laser & Optoelectronics Progress
  • Vol. 57, Issue 14, 141022 (2020)
Shun Yang**, Kexin Kang*, and Fei Ma***
Author Affiliations
  • School of Electronics and Information Engineering, Liaoning Technical University, Huludao, Liaoning 125105, China
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    DOI: 10.3788/LOP57.141022 Cite this Article Set citation alerts
    Shun Yang, Kexin Kang, Fei Ma. Image Matching Algorithm Based on Gradient Information Descriptor[J]. Laser & Optoelectronics Progress, 2020, 57(14): 141022 Copy Citation Text show less
    Diagram of GM and GO
    Fig. 1. Diagram of GM and GO
    Same orientation histograms constructed based on GM for four different subregions
    Fig. 2. Same orientation histograms constructed based on GM for four different subregions
    Same orientation histograms constructed based on GO for four different subregions
    Fig. 3. Same orientation histograms constructed based on GO for four different subregions
    Sample images of dataset. (a)(h) Fussy transformation; (b) zooming; (c) rotation; (d)(g) viewing transformation; (e) light; (f) JPEG compression
    Fig. 4. Sample images of dataset. (a)(h) Fussy transformation; (b) zooming; (c) rotation; (d)(g) viewing transformation; (e) light; (f) JPEG compression
    Matching accuracy of dataset image pairs. (a) Bark; (b) Boat; (c) Graffti; (d) Wall; (e) Bikes; (f) Trees; (g) Leuven; (h) Ubc
    Fig. 5. Matching accuracy of dataset image pairs. (a) Bark; (b) Boat; (c) Graffti; (d) Wall; (e) Bikes; (f) Trees; (g) Leuven; (h) Ubc
    Runtime of dataset image pairs
    Fig. 6. Runtime of dataset image pairs
    GM normalized rangeNormalized value
    (0,33%](33%,67%](67%,100%)0.330.671.00
    Table 1. Three-level normalization
    GM normalized rangeNormalized value
    (0,12.5%]0.125
    (12.5%,25%]0.250
    (25%,37.5%]0.325
    (37.5%,50%]0.500
    (50%,65.5%]0.625
    (65.5%,75%]0.750
    (75%,87.5%]0.875
    (87.5%,100%)1.000
    Table 2. Eight-level normalization
    Threshold value1/41/81/161/32
    Accuracy0.52390.84500.97710.9653
    Table 3. Test results of SND inhibition threshold
    Shun Yang, Kexin Kang, Fei Ma. Image Matching Algorithm Based on Gradient Information Descriptor[J]. Laser & Optoelectronics Progress, 2020, 57(14): 141022
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