Table 7 Comparison of the performance of different models on the CFD.
From: An efficient semantic segmentation method for road crack based on EGA-UNet
Method | Dice(%) | IoUb(%) | IoUf(%) | mIoU(%) | Params(M) | FLOPs(G) | FPS |
|---|---|---|---|---|---|---|---|
FCN | - | - | - | - | 134.27 | 144.92 | 45 |
U-Net | 72.4 | 99.8 | 63.8 | 81.8 | 4.32 | 25.86 | 96 |
SegNet | 65.1 | 99.7 | 52.3 | 76.0 | 29.48 | 121.26 | 50 |
PSPNet | 42.5 | 99.4 | 32.6 | 66.0 | 46.59 | 126.75 | 49 |
DeepLabV3 | 33.8 | 99.1 | 25.5 | 62.3 | 73.22 | 114.74 | 56 |
EGA-UNet | 75.2 | 99.8 | 71.1 | 85.5 | 4.73 | 23.97 | 101 |
