Wenliang Wang, Xiaodi Yang, Boya Zhang, Jishun Ma, Peng Zeng, Peng Han. Application of a Lightweight Convolutional Neural Network in Ship Classification[J]. Laser & Optoelectronics Progress, 2023, 60(6): 0610005
- Laser & Optoelectronics Progress
- Vol. 60, Issue 6, 0610005 (2023)
Fig. 1. Ghost module
Fig. 2. Ghost bottleneck module. (a) Bottleneck module with a step size of 1; (b) bottleneck module with a step size of 2
Fig. 3. ACNet module
Fig. 4. Asymmetric Ghost module
Fig. 5. Asymmetric Ghost bottleneck module. (a) Bottleneck module with a step size of 1; (b) bottleneck module with a step size of 2
Fig. 6. Comparison of the overall structure of each network
Fig. 7. Comparison curve of test set precision
Fig. 8. Comparison curve of test set loss value
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Table 1. Detail parameters of AGNet
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Table 2. Information table of sample set
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Table 3. Comparison of each network evaluation indicators
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Table 4. Comparison of each network performance
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Table 5. Comparison results of different classification networks
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