Table 2 Comparison results of DSC (%) and HD95 (mm) metrics on the BraTS2019 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 | |
MBANet25 | 78.2 | 89.8 | 83.0 | 83.7 | 3.08 | 5.88 | 5.09 | 4.68 |
SMRAU-Net26 | 74.2 | 88.5 | 81.0 | 81.2 | 6.67 | 10.83 | 10.25 | 9.25 |
AMMGS23 | 76.8 | 89.3 | 81.1 | 82.4 | 5.18 | 8.22 | 7.23 | 6.88 |
SPA-Net27 | 77.1 | 89.6 | 83.3 | 83.3 | − | − | − | − |
TransBTS17 | 78.9 | 90.0 | 81.9 | 83.6 | 3.73 | 5.64 | 6.05 | 5.14 |
IncompleteMriSeg28 | 78.3 | 90.3 | 83.1 | 83.9 | 5.55 | 4.82 | 6.93 | 5.76 |
GMetaNet16 | 78.4 | 90.2 | 82.5 | 83.7 | − | − | − | − |
GAU-Net29 | 76.7 | 89.7 | 79.0 | 81.8 | 8.40 | 6.92 | 4.61 | 6.64 |
GVAT-Net30 | 75.2 | 89.9 | 81.5 | 82.2 | 12.56 | 7.39 | 8.06 | 9.34 |
GDacFormer (Ours) | 77.9 | 90.9* | 84.6* | 84.5* | 2.83* | 4.42* | 6.58 | 4.61* |