Table 8 Effectiveness of each improved module.
From: An efficient semantic segmentation method for road crack based on EGA-UNet
Method | Dice(%) | IoUb(%) | IoUf(%) | mIoU(%) | Params(M) | FLOPs(G) |
|---|---|---|---|---|---|---|
U-Net(c = 32) | 75.5 | 97.5 | 67.8 | 82.6 | 4.32 | 35.59 |
U-Net(c = 64) | 74.8 | 97.4 | 66.3 | 81.9 | 17.26 | 141.20 |
+EG-Block | 76.7 | 97.7 | 68.9 | 83.3 | 4.38 | 35.68 |
+EG-Block(GSConv)& RepViT Block | 76.9 | 97.7 | 69.3 | 83.5 | 4.65 | 35.90 |
+ EG-Block(GSConv)& A-RepViT Block | 77.3 | 97.7 | 69.5 | 83.6 | 4.53 | 31.80 |
EGA-UNet | 77.8 | 97.8 | 70.0 | 83.9 | 4.73 | 31.93 |
