Table 1.
Quantitative comparison (DSC[%]/ASD[voxel]) for LA under two unlabeled settings (5% or 10%). All experiments are conducted as [42,16,19,20,30,29,36] in the identical setting for fair comparisons. The best results are indicated in bold. VNet-F (fully-supervided) and VNet-L (semi-supervided) are considered as the upper bound and the lower bound for the performance comparison.
| 4 Labeled (5%) | 8 Labeled (10%) | |||
|---|---|---|---|---|
| Method | DSC[%]↑ | ASD[voxel]↓ | DSC[%]↑ | ASD[voxel]↓ |
| VNet-F [21] | 91.5 | 1.51 | 91.5 | 1.51 |
| VNet-L | 52.6 | 9.87 | 82.7 | 3.26 |
| UAMT [42] | 82.3 | 3.82 | 87.8 | 2.12 |
| SASSNet [16] | 81.6 | 3.58 | 87.5 | 2.59 |
| DTC [19] | 81.3 | 2.70 | 87.5 | 2.36 |
| URPC [20] | 82.5 | 3.65 | 86.9 | 2.28 |
| MC-Net [30] | 83.6 | 2.70 | 87.6 | 1.82 |
| SS-Net [29] | 86.3 | 2.31 | 88.6 | 1.90 |
| ACTION [36] | 86.6 | 2.24 | 88.7 | 2.10 |
| • ACTION++ (ours) | 87.8 | 2.09 | 89.9 | 1.74 |