Peng Lu, Na Zhang, Guoliang Zou, Zhenhua Wang, Zongsheng Zheng. CycleGAN Coastline Automatic Extraction Method Based on Dual Attention Mechanism[J]. Laser & Optoelectronics Progress, 2022, 59(12): 1210005
- Laser & Optoelectronics Progress
- Vol. 59, Issue 12, 1210005 (2022)
Fig. 1. CycleGAN architecture
Fig. 2. DAM-CycleGAN algorithm flowchart
Fig. 3. CycleGAN network architecture based on dual attention mechanism
Fig. 4. Generator_DA model structure based on dual attention mechanism
Fig. 5. Experimental data. (a) Original dataset; (b) dataset used in this paper; (c) Google Maps converted into sea-land binarized image by sea-land binarization operation
Fig. 6. Converted sea-land binarization effect maps (100 pairs of training set)
Fig. 7. Experimental results of different models (300 pairs of training sets)
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Table 1. Comparison results of MSE, MPA, and MIoU on 35 pairs of training sets and 50 pairs of test sets
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Table 2. Comparison results of MSE, MPA, and MIoU on 100 pairs of training sets and 50 pairs of test sets
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Table 3. Comparison results of MSE, MPA, and MIoU on 200 pairs of training sets and 30 pairs of test sets
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Table 4. Comparison results of MSE, MPA, and MIoU on 300 pairs of training sets and 30 pairs of test sets
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