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Journals >
Laser & Optoelectronics Progress >
Volume 57 >
Issue 24 >
Page 241024 > Article
Laser & Optoelectronics Progress
Vol. 57, Issue 24, 241024 (2020)
Improved Image Measurement Edge Detection Based on Canny Operator
Jiapeng Zhang
*
and Fengqin Yu
Author Affiliations
School of Internet of Things Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
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DOI:
10.3788/LOP57.241024
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Jiapeng Zhang, Fengqin Yu. Improved Image Measurement Edge Detection Based on Canny Operator[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241024
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Fig. 1.
Processing results of morphological area opening operation. (a) Before treatment; (b) after treatment
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Fig. 2.
Processing results of morphological area closure operation. (a) Before treatment; (b) after treatment
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Fig. 3.
Flowchart of improved Canny operator edge detection
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Fig. 4.
Change curves of number of edges with offset factor. (a)
u
1
; (b)
u
2
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Fig. 5.
Edge detection effects of noisy images. (a) Original images; (b) traditional Canny algorithm; (c) Ref. [9]; (d) proposed algorithm
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Fig. 6.
Edge detection results of noisy images. (a) Traditional Canny algorithm; (b) Ref. [9]; (c) Ref. [5]; (d) proposed algorithm
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Fig. 7.
Industrial standard correction sheet
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Fig. 8.
Detection results of different algorithms
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Algorithm
Traditional Canny algorithm
Ref.[9]
Ref.[5]
Proposed algorithm
Running time /s
0.246969
6.308119
15.519899
4.375846
Table 1.
Running time of each algorithm
Detection
result
Traditional
Canny algorithm
Ref.[9]
Ref. [5]
Proposed
algorithm
D
max
/pixel
195.1019
200.5335
198.7311
198.7078
D
min
/pixel
185.3264
192.5422
196.9614
197.7918
P
resolution
/pixel
4.8880
3.9960
0.8850
0.4580
P
accuracy
/μm
7.3320
5.9940
1.3280
0.6780
Table 2.
Analysis of detection results of different algorithms
Abstract
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References (20)
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Jiapeng Zhang, Fengqin Yu. Improved Image Measurement Edge Detection Based on Canny Operator[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241024
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Paper Information
Category: Image Processing
Received: May. 25, 2020
Accepted: Jul. 1, 2020
Published Online: Dec. 1, 2020
The Author Email: Zhang Jiapeng (2439480318@qq.com)
DOI:
10.3788/LOP57.241024
Recommended Topics
laser devices and laser physics
Lasers and Laser Optics
Laser physics
laser manufacturing
Instrumentation, Measurement and Metrology
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