Table 5.
Results of different segmentation methods on commonly used crack datasets.
| Method | CrackLS315 | DeepCrack537 | CFD | |||
|---|---|---|---|---|---|---|
| MIoU | F1-Score | MIoU | F1-Score | MIoU | F1-Score | |
| U-Net | 65.30 | 62.54 | 83.70 | 81.52 | 66.79 | 72.44 |
| DeepLabv3+ | 63.52 | 67.59 | 82.84 | 79.82 | 74.75 | 83.13 |
| SETR | 70.51 | 70.08 | 81.20 | 81.34 | 63.26 | 69.74 |
| SegFormer | 62.29 | 68.99 | 85.52 | 89.31 | 75.98 | 83.87 |
| Mask2Former | 74.65 | 79.47 | 85.92 | 87.67 | 77.86 | 82.25 |
| CrackFormer-II | 89.50 | 88.68 | 87.60 | 86.97 | 83.98 | 87.42 |
| SAM | 69.20 | 78.05 | 84.59 | 83.86 | 72.44 | 76.40 |
| CrackCTFuse | 89.65 | 85.40 | 87.03 | 89.43 | 84.82 | 90.59 |