Researching | Infrared ship target detection algorithm based on improved YOLOX-S

Journal of Applied Optics, Volume. 44, Issue 5, 1054(2023)

Infrared ship target detection algorithm based on improved YOLOX-S

Shuli LOU1... Yan WANG1,*, Jianqin GUO2 and Weifeng GONG3 |Show fewer author(s)

Author Affiliations

¹School of Physics and Electronic Information, Yantai University, Yantai 264005, China

²Department of Electronics and Communication Engineering, Shandong College of Electronic Technology, Jinan 250200, China

³State Key Laboratory of High-end Server and Storage Technology, Jinan 250101, China

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Figures & Tables(8)

Fig. 1. YOLOX-S network structure model

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Fig. 2. Improved YOLOX-S network structure model

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Fig. 3. Traditional convolution structure

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Fig. 4. Depthwise separable convolution structure

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Fig. 5. ECANet channel attention mechanism

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Fig. 6. Comparison of detection effect

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Table 1. Comparison of different algorithms

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Table 1. Comparison of different algorithms

Model	Backbone	Precision%	AP%	FPS	Params
Faster R-CNN	ResNet-50	0.98	0.97	4	108.6 M
SSD	VGG	0.95	0.92	47	99.76 M
YOLOv4	MobileNetv2	0.94	0.92	52	41.2 M
YOLOv5-s	CSPDarknet	0.94	0.94	54	27.76 M
YOLOX-S	CSPDarknet	0.96	0.95	50	34.21 M
Improved YOLOX-S	CSPDarknet	0.98	0.98	56	25.79 M

Table 2. Comparison of ablation experiment results
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Table 2. Comparison of ablation experiment results
DSC ECANet Loss_CIoU AP% FPS Params
- - - 0.95 50 34.21 M
√-- -√- --√ 0.940.970.96 584950 25.79 M34.21 M34.21 M
√ √ - 0.97 56 25.79 M
√ √ √ 0.98 56 25.79 M

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Shuli LOU, Yan WANG, Jianqin GUO, Weifeng GONG. Infrared ship target detection algorithm based on improved YOLOX-S[J]. Journal of Applied Optics, 2023, 44(5): 1054

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Paper Information

Category: Research Articles

Received: Sep. 21, 2022

Accepted: --

Published Online: Mar. 12, 2024

The Author Email: WANG Yan (王岩)

DOI:10.5768/JAO202344.0502006

Topics

laser devices and laser physics

Lasers and Laser Optics

laser manufacturing

Instrumentation, Measurement and Metrology