Hao Hang, Yingping Huang, Xurui Zhang, Xin Luo. Design of Swin Transformer for semantic segmentation of road scenes[J]. Opto-Electronic Engineering, 2024, 51(1): 230304-1
- Opto-Electronic Engineering
- Vol. 51, Issue 1, 230304-1 (2024)
Fig. 1. Network architecture
Fig. 2. Swin Transformer architecture
Fig. 3. Swin Transformer block
Fig. 4. Patch Merging module
Fig. 5. FCM module
Fig. 6. AFM module
Fig. 7. Comparison of segmentation effects of multiple methods in Cityscapes scenes
Fig. 8. Comparison of ablation experiment effects
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Table 1. Experimental environment
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Table 2. IoU and MIoU of various models on the Cityscapes dataset
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Table 3. PA and MPA of various models on the Cityscapes dataset
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Table 4. Performance comparison of various semantic segmentation algorithms
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Table 5. Ablation experiment
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