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Journals >
Laser & Optoelectronics Progress >
Volume 57 >
Issue 12 >
Page 121004 > Article
Laser & Optoelectronics Progress
Vol. 57, Issue 12, 121004 (2020)
Shadow Removal Method Based on Improved Laplace-Gaussian Operator
Yongjie Ma
*
and Mengli Chen
Author Affiliations
College of Physics and Electronic Engineering, Northwest Normal University, Lanzhou, Gansu 730070, China
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DOI:
10.3788/LOP57.121004
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Yongjie Ma, Mengli Chen. Shadow Removal Method Based on Improved Laplace-Gaussian Operator[J]. Laser & Optoelectronics Progress, 2020, 57(12): 121004
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Fig. 1.
Moving target detection. (a) Original image; (b) foreground target area
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Fig. 2.
Improved log operator to extract edge contour. (a) Original image; (b)
D
m
; (c)
C
m
; (d)
E
m
; (e)
S
n
; (f)
E
n
; (g)
E
t
; (h) image after morphological operation
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Fig. 3.
Flow chart of proposed algorithm
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Fig. 4.
Process of proposed algorithm. (a) Original video frame; (b) ViBe algorithm detection; (c) log operator; (d) improved log operator; (e) proposed algorithm
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Fig. 5.
Comparison of shadow removal results of Campus_raw video frames. (a) Original video frame; (b) foreground detection; (c) Hist shadow removal method; (d) HSV shadow removal method; (e) proposed algorithm
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Fig. 6.
Comparison of shadow removal results of Highway I video frames. (a) Original video frame; (b) foreground detection; (c) Hist shadow removal method; (d) HSV shadow removal method; (e) log shadow removal method; (f) proposed algorithm
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Fig. 7.
Histograms of four algorithms in two groups of videos. (a) BER; (b) ACC
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Video
Index
Hist
HSV
log
Proposed
Campus_raw
η
60.5
61.2
58.3
87.8
ξ
50.2
62.0
62.3
89.7
Highway I
η
67.0
70.3
63.7
77.6
ξ
75.2
77.1
73.4
81.7
Table 1.
Comparison of results of different shadow elimination algorithmsunit: %
Video
Hist
HSV
log
Proposed
Campus_raw
4.14
1.83
3.96
2.60
Highway I
11.34
6.92
9.05
6.98
Table 2.
Comparison of processing speed of video between two groupsunit: frame·s
-1
Abstract
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Yongjie Ma, Mengli Chen. Shadow Removal Method Based on Improved Laplace-Gaussian Operator[J]. Laser & Optoelectronics Progress, 2020, 57(12): 121004
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Paper Information
Category: Image Processing
Received: Sep. 17, 2019
Accepted: Oct. 28, 2019
Published Online: May. 30, 2020
The Author Email: Ma Yongjie (myjmyj@163.com)
DOI:
10.3788/LOP57.121004
Recommended Topics
laser devices and laser physics
Lasers and Laser Optics
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Instrumentation, Measurement and Metrology
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