Brain Tumor Segmentation on BraTS 2020 (val)
81.4Dice Score ETnnUNet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| nnUNetParam (M)=5.75, FLOPs (G)=1449.592022.08 | 81.4 | 90.7 | 84.8 | 5.851 | 6.94 | 5.069 | 85.6 | 5.953 | — | |
| NestedFormerParam (M)=10.48, FLOPs (G)=71.772022.08 | 80 | 92 | 86.4 | 5.269 | 4.567 | 5.316 | 86.1 | 5.051 | — | |
| SegResNetParam (M)=18.79, FLOPs (G)=185.232022.08 | 79.6 | 90.3 | 84.5 | 7.064 | 4.578 | 5.667 | 84.8 | 5.763 | — | |
| MAMLParam (M)=5.76, FLOPs (G)=577.652022.08 | 79.6 | 91.4 | 85.4 | 5.221 | 4.804 | 5.594 | 85.5 | 5.206 | — | |
| TransBTSParam (M)=32.99, FLOPs (G)=3332022.08 | 79.1 | 91 | 85.5 | 5.463 | 4.141 | 5.894 | 85.2 | 5.166 | — | |
| UNETRParam (M)=92.58, FLOPs (G)=41.192022.08 | 78.8 | 89.9 | 84.2 | 5.598 | 4.314 | 5.843 | 84.3 | 5.251 | — | |
| TransBTSTTA=true2021.03 | 78.73 | 90.09 | 81.73 | 17.947 | 4.964 | 9.769 | — | — | — | |
| TransBTSTTA=false2021.03 | 78.5 | 89 | 81.36 | 16.716 | 6.469 | 10.468 | — | — | — | |
| 3D-UNetParam (M)=5.75, FLOPs (G)=1449.592022.08 | 78.2 | 88.2 | 83 | 6.715 | 5.113 | 6.604 | 83.1 | 6.144 | — | |
| Full contrastsDescription=Evaluation using complete set of ground-truth contrasts2026.06 | 76.31 | 83.27 | 80.17 | — | — | — | — | — | — | |
| SwinUNet (2D)Param (M)=27.17, FLOPs (G)=357.492022.08 | 74.4 | 87.2 | 80.9 | 10.644 | 6.752 | 8.071 | 80.8 | 8.489 | — | |
| Residual 3D U-Net2021.03 | 71.63 | 82.46 | 76.47 | 37.422 | 12.337 | 13.105 | — | — | — | |
| Deeper V-Net2021.03 | 68.97 | 86.11 | 77.9 | 43.518 | 14.499 | 16.153 | — | — | — | |
| 3D U-Net2021.03 | 68.76 | 84.11 | 79.06 | 50.983 | 13.366 | 13.607 | — | — | — | |
| Basic V-Net2021.03 | 61.79 | 84.63 | 75.26 | 47.702 | 20.407 | 12.175 | — | — | — | |
| SSCFScenarios=Average across 14 missing contrast scenarios2026.06 | 59.65 | 80.94 | 71.05 | — | — | — | — | — | — | |
| APTScenarios=Average across 14 missing contrast scenarios2026.06 | 57.72 | 80.21 | 68.23 | — | — | — | — | — | — | |
| UMMISScenarios=Average across 14 missing contrast scenarios2026.06 | 56.61 | 79.21 | 66.61 | — | — | — | — | — | — | |
| TSFScenarios=Average across 14 missing contrast scenarios2026.06 | 54.68 | 73.02 | 65.49 | — | — | — | — | — | — | |
| GAEScenarios=Average across 14 missing contrast scenarios2026.06 | 53.6 | 76.72 | 63.82 | — | — | — | — | — | — | |
| MMGANScenarios=Average across 14 missing contrast scenarios2026.06 | 49.68 | 71.02 | 61.49 | — | — | — | — | — | — | |
| CausalDisenSegModality=Average2026.04 | — | — | — | — | — | — | 87.84 | — | — | |
| CausalDisenSegModality=Average2026.04 | — | — | — | — | — | — | 62.75 | — | — | |
| HeMISModality=FLAIR2026.04 | — | — | — | — | — | — | — | — | 71.6 | |
| HeMISModality=T1ce2026.04 | — | — | — | — | — | — | — | — | 67.71 | |
| HeMISModality=T12026.04 | — | — | — | — | — | — | — | — | 68.96 | |
| HeMISModality=T22026.04 | — | — | — | — | — | — | — | — | 68.19 | |
| HeMISModality=FLAIR, T1ce2026.04 | — | — | — | — | — | — | — | — | 69.17 | |
| HeMISModality=FLAIR, T12026.04 | — | — | — | — | — | — | — | — | 68.67 | |
| HeMISModality=FLAIR, T22026.04 | — | — | — | — | — | — | — | — | 69.83 | |
| HeMISModality=T1ce, T12026.04 | — | — | — | — | — | — | — | — | 69.01 | |
| HeMISModality=T1ce, T22026.04 | — | — | — | — | — | — | — | — | 69.78 | |
| HeMISModality=T1, T22026.04 | — | — | — | — | — | — | — | — | 69.4 | |
| HeMISModality=FLAIR, T1ce, T12026.04 | — | — | — | — | — | — | — | — | 70.21 | |
| HeMISModality=FLAIR, T1ce, T22026.04 | — | — | — | — | — | — | — | — | 71.28 | |
| HeMISModality=FLAIR, T1, T22026.04 | — | — | — | — | — | — | — | — | 70.73 | |
| HeMISModality=T1ce, T1, T22026.04 | — | — | — | — | — | — | — | — | 71.58 | |
| HeMISModality=FLAIR, T1ce, T1, T22026.04 | — | — | — | — | — | — | — | — | 72.06 | |
| HeMISModality=Average2026.04 | — | — | — | — | — | — | 69.88 | — | — | |
| PNDCModality=Average2026.04 | — | — | — | — | — | — | 62.14 | — | — |