Table 2:
The average Dice scores across test volumes for the trained networks on HCP (H), NKI (N), Buckner (B), and WU120 (W), along with the weighted average Dice scores across H, N, B, and W and the average Dice scores across volumes on the independent ABIDE (A) dataset.
| Network | H | N | B | W | Avg. | A |
|---|---|---|---|---|---|---|
| H MAP | 82.25 | 65.88 | 67.94 | 70.88 | 72.92 | 55.25 |
| N MAP | 71.20 | 72.19 | 70.73 | 73.06 | 71.66 | 66.67 |
| B MAP | 65.69 | 50.17 | 82.02 | 68.87 | 59.25 | 50.23 |
| W MAP | 70.18 | 66.27 | 72.20 | 76.38 | 68.76 | 62.83 |
|
| ||||||
| H → N | 75.40 | 73.24 | 71.77 | 73.17 | 74.03 | 64.62 |
| H → B | 73.85 | 56.79 | 79.49 | 68.53 | 65.78 | 49.27 |
| H → W | 77.07 | 67.63 | 76.15 | 77.26 | 72.51 | 62.31 |
|
| ||||||
| H → N → B → W | 77.42 | 71.46 | 79.70 | 79.82 | 74.86 | 63.3 |
| H → W → B → N | 78.04 | 78.15 | 75.79 | 79.50 | 77.99 | 70.79 |
| H → N + B + W (DWC w/o FT) | 78.28 | 73.52 | 78.02 | 77.37 | 75.95 | 65.56 |
|
| ||||||
| Ensemble | 79.13 | 72.32 | 80.02 | 78.84 | 75.94 | 66.27 |
| H → N + B + W → H (DWC) | 80.34 | 73.64 | 77.46 | 78.10 | 76.82 | 66.21 |
| HNBW MAP | 81.38 | 77.99 | 80.64 | 79.54 | 79.62 | 70.76 |