Research Article

Road Sign Recognition Method Based on Segmentation and Attention Mechanism

Table 1

ERFNet model architecture distribution.

Serial numberModule typeNumber of output channelsDown-sampling multiple

Encoder1Downsample block162
2Downsample block644
3–7Non-bottleneck-1D × 5644
8Downsample block1288
9Nonbottleneck-1D(2-dilated)1288
10Nonbottleneck-1D(4-dilated)1288
11Nonbottleneck-1D(8-dilated)1288
12Nonbottleneck-1D(16-dilated)1288
13Nonbottleneck-1D(2-dilated)1288t
14Nonbottleneck-1D(4-dilated)1288
15Nonbottleneck-1D(8-dilated)1288
16Nonbottleneck-1D(16-dilated)1288

Decoder17Upsample block644
18–19Nonbottleneck-1D × 2644
20Upsample block322
21–22Nonbottleneck-1D × 2322
23Upsample blockC1