Table 3 Comparison results of DSC (%) and HD95 (mm) metrics on the BraTS2020 Validation set.
From: Generative adversarial DacFormer network for MRI brain tumor segmentation
Methods | DSC \(\uparrow\) | HD95 \(\downarrow\) | ||||||
|---|---|---|---|---|---|---|---|---|
ET | WT | TC | MEAN | ET | WT | TC | MEAN | |
dResU-Net31 | 80.0 | 86.6 | 83.6 | 83.4 | − | − | − | − |
SMRAU-Net26 | 72.9 | 88.6 | 80.2 | 80.6 | 31.97 | 10.26 | 13.58 | 18.60 |
AMMGS23 | 78.0 | 88.3 | 81.7 | 82.7 | 23.62 | 7.17 | 7.99 | 12.93 |
SPA-Net27 | 77.8 | 90.0 | 83.2 | 83.7 | − | − | − | − |
Residual U-Net32 | 72.1 | 88.8 | 79.4 | 80.1 | 34.14 | 11.69 | 13.76 | 19.86 |
TransBTS17 | 78.7 | 90.1 | 81.7 | 83.5 | 17.95 | 4.96 | 9.77 | 10.89 |
IncompleteMriSeg28 | 79.1 | 90.7 | 84.6 | 84.8 | 33.77 | 4.05 | 5.78 | 14.53 |
U-Netr14 | 71.2 | 88.3 | 75.9 | 78.5 | 34.46 | 8.18 | 10.63 | 17.76 |
MedNeXt15 | 79.5 | 90.4 | 84.5 | 84.8 | 22.13 | 6.14 | 10.13 | 12.80 |
SRAU-Net33 | 81.9 | 88.6 | 74.3 | 81.6 | − | − | − | − |
GVAT-Net30 | 76.4 | 89.9 | 81.0 | 82.4 | 32.56 | 7.39 | 12.06 | 17.33 |
GATransU-Net24 | 70.8 | 90.3 | 81.5 | 80.9 | 37.58 | 4.91 | 7.49 | 16.66 |
GDacFormer (Ours) | 79.3 | 90.8* | 85.7* | 85.3* | 24.00 | 4.84* | 6.44* | 11.76* |
