Table 2.
Comparison of different brain tumor segmentation results obtained on the BraTS2018 validation dataset.
| Dice score (DSC)[%] | 95% Hausdorff distance (H95) [mm] ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| No. of models | WT | TC | ET | Overall | WT | TC | ET | Overall | |
| M-UNet (17) | 1 | 87.00 | 72.00 | 66.00 | 75.00 | 6.73 | 15.74 | 7.56 | 10.01 |
| CA+DFKZ+UNet (22) | 3 | 90.44 | 80.52 | 74.94 | 81.97 | 6.33 | 6.37 | 2.78 | 5.16 |
| 2D UNet (18) | 3 | 89.1 | 80.9 | 79.3 | 83.1 | 6.99 | 8.96 | 4.12 | 6.69 |
| DeepMedic+UNet (23) | 26 | 90.5 | 81.3 | 78.8 | 83.53 | 4.32 | 7.56 | 3.81 | 5.17 |
| DeeplabV3+ (19) | 3 | 90.48 | 84.14 | 76.49 | 83.70 | 5.19 | 7.24 | 3.78 | 5.40 |
| 3D UNet (24) | 6 | 90.59 | 83.36 | 78.73 | 84.23 | 4.02 | 5.34 | 3.96 | 4.44 |
| DeepSCAN (20) | 6 | 90.28 | 85.40 | 79.47 | 84.98 | — | — | — | — |
| HDC-Net (25) | 1 | 89.0 | 84.3 | 81.5 | 84.93 | 4.59 | 8.76 | 2.42 | 5.26 |
| No new-Net (26) | 10 | 90.83 | 85.44 | 81.05 | 85.76 | 4.97 | 7.04 | 2.51 | 4.85 |
| The proposed | 4 | 91.03 | 86.44 | 80.58 | 86.02 | 3.76 | 6.73 | 2.51 | 4.33 |
The results are reported as mean and are directly copied from the original papers. Bold numbers highlight the best performance in each column.
↓ indicates that a smaller value represents a better performance.