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Journals >
Laser & Optoelectronics Progress >
Volume 57 >
Issue 14 >
Page 141022 > Article
Laser & Optoelectronics Progress
Vol. 57, Issue 14, 141022 (2020)
Image Matching Algorithm Based on Gradient Information Descriptor
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
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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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Fig. 1.
Diagram of GM and GO
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Fig. 2.
Same orientation histograms constructed based on GM for four different subregions
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Fig. 3.
Same orientation histograms constructed based on GO for four different subregions
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Fig. 4.
Sample images of dataset. (a)(h) Fussy transformation; (b) zooming; (c) rotation; (d)(g) viewing transformation; (e) light; (f) JPEG compression
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Fig. 5.
Matching accuracy of dataset image pairs. (a) Bark; (b) Boat; (c) Graffti; (d) Wall; (e) Bikes; (f) Trees; (g) Leuven; (h) Ubc
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Fig. 6.
Runtime of dataset image pairs
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GM normalized range
Normalized value
(0,33%]
(33%,67%]
(67%,100%)
0.33
0.67
1.00
Table 1.
Three-level normalization
GM normalized range
Normalized 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 value
1/4
1/8
1/16
1/32
Accuracy
0.5239
0.8450
0.9771
0.9653
Table 3.
Test results of SND inhibition threshold
Abstract
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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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Paper Information
Category: Image Processing
Received: Nov. 13, 2019
Accepted: Dec. 17, 2019
Published Online: Jul. 24, 2020
The Author Email: Yang Shun (596258832@qq.com), Kang Kexin (1254651840@qq.com), Ma Fei (7245486@qq.com)
DOI:
10.3788/LOP57.141022
Recommended Topics
laser devices and laser physics
Lasers and Laser Optics
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