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Journals >
Laser & Optoelectronics Progress >
Volume 57 >
Issue 18 >
Page 181505 > Article
Laser & Optoelectronics Progress
Vol. 57, Issue 18, 181505 (2020)
Improved Pneumonia Detection Algorithm Based on YOLOv3
Shuhao Ma
**
and Jubai An
*
Author Affiliations
School of Information Science and Technology, Dalian Maritime University, Dalian, Liaoning 116026, China
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DOI:
10.3788/LOP57.181505
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Shuhao Ma, Jubai An. Improved Pneumonia Detection Algorithm Based on YOLOv3[J]. Laser & Optoelectronics Progress, 2020, 57(18): 181505
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Fig. 1.
Flow chart of Multi branch YOLO algorithm
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Fig. 2.
Ordinary convolution and dilated convolution. (a) Dilation rate of 1; (b) dilation rate of 2
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Fig. 3.
Flow chart for calculating entropy of Multi branch YOLO algorithm
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Fig. 4.
Detection effect of different algorithms. (a) SSD algorithm; (b) YOLOv3 algorithm; (c) Faster-RCNN algorithm; (d) Multi branch YOLO algorithm
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Fig. 5.
Detection effect of Multi branch YOLO algorithm
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Algorithm
AP@0.4
AP@0.5
AP@0.6
mAP
SSD
[
13
]
0.558
0.412
0.246
0.405
Faster-RCNN
[
7
]
0.573
0.426
0.271
0.423
YOLOv3
[
9
]
0.572
0.431
0.269
0.424
Multi branch YOLO
0.589
0.453
0.275
0.439
Table 1.
Detection accuracy of different algorithms
Darknet 53
FPN
Dilated convolution
Maximum entropy
mAP
P
P
0.424(YOLOv3)
P
P
P
0.431
P
P
P
P
0.439(ours)
Table 2.
Influence of dilation rate and maximum entropy on detection accuracy
Abstract
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Shuhao Ma, Jubai An. Improved Pneumonia Detection Algorithm Based on YOLOv3[J]. Laser & Optoelectronics Progress, 2020, 57(18): 181505
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Paper Information
Category: Machine Vision
Received: Nov. 19, 2019
Accepted: Feb. 14, 2020
Published Online: Sep. 2, 2020
The Author Email: Ma Shuhao (mashuhao1789@126.com), An Jubai (jubaian@dlmu.edu.cn)
DOI:
10.3788/LOP57.181505
Recommended Topics
laser devices and laser physics
Lasers and Laser Optics
Laser physics
laser manufacturing
Instrumentation, Measurement and Metrology
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