Table 4.
Detailed data on the number of learnable parameters and computation time for the proposed method and its three simplified versions.
| Model | GM | WM | CSF | Computation Time (10 Epochs) | #Learnableparameters | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DSC | JI | HD | DSC | JI | HD | DSC | JI | HD | MSE | |||
| Squeeze U-SegNet | 92.05 | 88.06 | 3.52 | 93.37 | 90.42 | 2.8 | 91.65 | 88.06 | 2.0 | 0.006 | 1 h | 768,788 |
| Squeeze U-SegNet with multi-scale input | 93.44 | 89.47 | 4.81 | 94.78 | 91.90 | 4.1 | 93.32 | 90.25 | 3.0 | 0.005 | 1.04 h | 860,180 |
| Squeeze U-SegNet with multi global attention | 94.32 | 89.25 | 5.10 | 95.12 | 91.40 | 4.2 | 94.24 | 89.22 | 3.3 | 0.004 | 1.15 h | 942,164 |
| Proposed method | 95.54 | 91.09 | 3.21 | 96.56 | 92.05 | 3.1 | 94.86 | 90.29 | 3.0 | 0.003 | 1.12 h | 1,030,420 |