Table 2.
Complexity of models used in comparison process.
| Methods | Training Time (h) | Prediction Time (s) | Parameters |
|---|---|---|---|
| Our method | 26.4 | 55.7 | 52.3 mln |
| 3D U-Net | 15.2 | 76.2 | 19 mln |
| 3D Res-Net | 24.4 | 65.1 | 46.4 mln |
| SwinBTS | 13.2 | 58.7 | 16.3 mln |
| VT U-Net | 15.8 | 59.8 | 18.4 mln |
| 3D U-Net++ | 25.6 | 64.5 | 51.6 mln |
| Attention 3D U-Net | 18.3 | 121.4 | 22.3 mln |
| 3D Res-U-Net | 29.2 | 69.3 | 58.6 mln |
| 3D DeepLabV3 | 35.8 | 78.6 | 76.1 mln |
| 3D PSP-Net | 36.5 | 96.9 | 72.4. mln |