Yuntang Li, Wenkai Zhu, Hengjie Li, Juan Feng, Yuan Chen, Jie Jin, Bingqing Wang, Xiaolu Li. Image recognition of complex transmission lines based on lightweight encoder-decoder networks[J]. Opto-Electronic Engineering, 2024, 51(10): 240158
- Opto-Electronic Engineering
- Vol. 51, Issue 10, 240158 (2024)
Fig. 1. Structure of lightweight encoder-decoder network
Fig. 2. Convolutional block attention module
Fig. 3. Bneck-CBAM module
Fig. 4. Depth atrous spatial pyramid pooling module
Fig. 5. Visualization of feature maps at different depths
Fig. 6. Labelme labeling transmission lines
Fig. 7. Network training loss value variation curves
Fig. 8. Comparison of sparse training with different regularization coefficients
Fig. 9. Comparison of four network recognition results for transmission lines
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Table 1. Training parameters for lightweight encode-decoder network
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Table 2. Results of ablation experiment
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Table 3. Comparison of sparse training experimental results with different regularization coefficients
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Table 4. Comparison of experimental results with different pruning rates
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Table 5. Comparison of four network recognition results
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