Research Article
Road Sign Recognition Method Based on Segmentation and Attention Mechanism
Table 1
ERFNet model architecture distribution.
| | Serial number | Module type | Number of output channels | Down-sampling multiple |
| Encoder | 1 | Downsample block | 16 | 2 | 2 | Downsample block | 64 | 4 | 3–7 | Non-bottleneck-1D × 5 | 64 | 4 | 8 | Downsample block | 128 | 8 | 9 | Nonbottleneck-1D(2-dilated) | 128 | 8 | 10 | Nonbottleneck-1D(4-dilated) | 128 | 8 | 11 | Nonbottleneck-1D(8-dilated) | 128 | 8 | 12 | Nonbottleneck-1D(16-dilated) | 128 | 8 | 13 | Nonbottleneck-1D(2-dilated) | 128 | 8t | 14 | Nonbottleneck-1D(4-dilated) | 128 | 8 | 15 | Nonbottleneck-1D(8-dilated) | 128 | 8 | 16 | Nonbottleneck-1D(16-dilated) | 128 | 8 |
| Decoder | 17 | Upsample block | 64 | 4 | 18–19 | Nonbottleneck-1D × 2 | 64 | 4 | 20 | Upsample block | 32 | 2 | 21–22 | Nonbottleneck-1D × 2 | 32 | 2 | 23 | Upsample block | C | 1 |
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