Table 4 Comparison results of DSC (%) and HD95 (mm) metrics on the BraTS2021 Training 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 | 84.0 | 86.0 | 82.2 | 84.1 | − | − | − | − |
nnU-Net34 | 84.8 | 92.8 | 88.7 | 88.8 | 13.07 | 6.78 | 8.79 | 9.55 |
MMEF-nnUNet35 | 87.3 | 92.8 | 90.1 | 90.1 | 10.09 | 5.10 | 9.68 | 8.29 |
SPA-Net27 | 83.5 | 90.7 | 88.9 | 87.7 | 22.07 | 6.10 | 9.21 | 12.46 |
Residual U-Net32 | 78.2 | 90.3 | 83.9 | 84.2 | 26.14 | 8.69 | 11.57 | 15.46 |
TransBTS17 | 85.3 | 92.1 | 88.2 | 88.6 | 10.78 | 6.97 | 7.56 | 8.44 |
U-Netr14 | 86.2 | 92.5 | 91.8 | 90.2 | 11.28 | 7.74 | 7.85 | 8.96 |
nnFormer36 | 84.9 | 93.0 | 93.5 | 90.5 | 9.28 | 4.85 | 5.32 | 6.48 |
SSCFormer37 | 85.3 | 93.0 | 92.8 | 90.4 | 11.11 | 5.38 | 7.37 | 7.95 |
MedNeXt15 | 89.4 | 93.3 | 91.5 | 91.4 | 8.32 | 7.83 | 4.79 | 6.98 |
SRAU-Net33 | 89.6 | 91.1 | 88.3 | 89.7 | − | − | − | − |
GVAT-Net30 | 81.4 | 90.8 | 85.4 | 85.9 | 21.83 | 5.37 | 8.56 | 11.92 |
GDacFormer (Ours) | 86.3 | 93.7* | 93.5* | 91.2* | 8.41 | 5.54 | 4.93 | 6.29* |
