Table 1 Segmentation results of different methods in the in-center test scenario
Test | Method | DSC (%) \(\uparrow\) | JI (%) \(\uparrow\) | ASD\(\downarrow\) | 95HD\(\downarrow\) |
|---|---|---|---|---|---|
D1 | V-Net | 50.58 ± 4.53 | 37.12 ± 3.65 | 12.94 ± 1.76 | 24.87 ± 5.58 |
3D FPN | 49.46 ± 2.30 | 36.76 ± 2.17 | 13.29 ± 2.25 | 26.19 ± 5.57 | |
nnU-Net | 58.48 ± 4.50 | 44.13 ± 3.70 | 4.52 ± 2.18 | 16.01 ± 1.33 | |
CoTr | 51.53 ± 7.81 | 37.36 ± 6.96 | 12.55 ± 7.77 | 26.08 ± 6.42 | |
AsTr (Ours) | 59.26 ± 4.01 | 45.16 ± 3.56 | 4.84 ± 2.52 | 17.04 ± 1.81 | |
D2 | V-Net | 47.02 ± 2.87 | 33.31 ± 2.47 | 12.72 ± 2.49 | 27.82 ± 2.45 |
3D FPN | 48.60 ± 3.49 | 34.92 ± 2.57 | 14.34 ± 3.11 | 29.49 ± 6.62 | |
nnU-Net | 50.00 ± 6.72 | 35.77 ± 5.18 | 14.36 ± 11.89 | 32.43 ± 12.36 | |
CoTr | 50.52 ± 3.79 | 36.13 ± 3.64 | 8.69 ± 5.63 | 27.20 ± 8.33 | |
AsTr (Ours) | 55.97 ± 3.67 | 41.13 ± 2.52 | 8.24 ± 5.55 | 22.50 ± 6.55 | |
D3 | V-Net | 39.31 ± 8.38 | 27.27 ± 7.73 | 16.61 ± 4.05 | 38.40 ± 8.43 |
3D FPN | 41.92 ± 6.73 | 30.07 ± 5.84 | 20.84 ± 5.13 | 33.81 ± 9.21 | |
nnU-Net | 47.68 ± 4.80 | 34.52 ± 4.52 | 14.58 ± 6.80 | 30.40 ± 5.50 | |
CoTr | 43.13 ± 6.79 | 30.06 ± 5.81 | 14.21 ± 5.24 | 35.48 ± 8.69 | |
AsTr (Ours) | 48.83 ± 4.50 | 35.15 ± 4.10 | 10.52 ± 4.56 | 27.06 ± 3.92 | |
D4 | V-Net | 59.66 ± 7.30 | 44.44 ± 6.52 | 7.35 ± 6.20 | 26.32 ± 11.50 |
3D FPN | 61.51 ± 6.73 | 47.54 ± 6.21 | 7.69 ± 5.87 | 24.42 ± 9.42 | |
nnU-Net | 66.69 ± 6.75 | 51.91 ± 6.67 | 3.92 ± 1.84 | 18.10 ± 3.23 | |
CoTr | 61.26 ± 4.46 | 46.66 ± 3.43 | 7.01 ± 7.88 | 26.58 ± 9.99 | |
AsTr (Ours) | 67.28 ± 7.63 | 52.81 ± 8.41 | 3.19 ± 0.98 | 17.02 ± 6.03 |