Table 5.
Ablation study for AttU-Net, MSAttU-Net, U-Net++, and MSU-Net++.
| Architecture | BUL | EM | NS |
|---|---|---|---|
| M ± SD | M ± SD | M ± SD | |
| AttU-Net (Oktay et al., 2018) | 0.607 ± 0.039 | 0.853 ± 0.043 | 0.655 ± 0.020 |
| MSAttU-Net (Ours) | 0.674 ± 0.005 | 0.895 ± 0.004 | 0.677 ± 0.010 |
| U-Net++ (Zhou et al., 2020) | 0.670 ± 0.020 | 0.885 ± 0.013 | 0.665 ± 0.012 |
| MSU-Net++ (Ours) | 0.687 ± 0.009 | 0.895 ± 0.002 | 0.691 ± 0.022 |
MSAttU-Net and MSU-Net ++ are extended versions of AttU-Net and U-Net ++. Intersection over Union (IoU) is used as the evaluation metric for comparison.