Whole Tumor Segmentation on BraTS 18
92.56Dice (Avg)TACO
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TACOModality Setting=FM2026.05 | 92.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TACOModality Setting=MN=12026.05 | 91.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.12 | |
| PUIRModality Setting=FM2026.05 | 91.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TACOModality Setting=All settings2026.05 | 90.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.65 | |
| BrainMVPModality Setting=FM2026.05 | 89.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TACOModality Setting=MN=22026.05 | 89.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.68 | |
| PUIRModality Setting=MN=12026.05 | 89.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.82 | |
| RFNETModality Setting=FM2026.05 | 89.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPAModality Setting=FM2026.05 | 89.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BrainMVPModality Setting=MN=12026.05 | 88.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.83 | |
| M2FModality Setting=FM2026.05 | 88.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModality Setting=FM2026.05 | 88.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPAModality Setting=MN=12026.05 | 87.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.94 | |
| PUIRModality Setting=All settings2026.05 | 87.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.6 | |
| mmFormerModality Setting=MN=12026.05 | 87.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.25 | |
| PUIRModality Setting=MN=22026.05 | 87.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3 | |
| M2FModality Setting=MN=12026.05 | 87.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.99 | |
| RFNETModality Setting=MN=12026.05 | 87.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.39 | |
| M3AEModality Setting=FM2026.05 | 86.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TACOModality Setting=MN=32026.05 | 86.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.92 | |
| mmFormerFuzzy-regularization=true2026.01 | 86.2 | 75.25 | 85.9 | 77.64 | 86.96 | 89.43 | 89.27 | 86.94 | 88.81 | 79.87 | 86.49 | 90 | 89.62 | 89.55 | 87.28 | 90.04 | — | |
| M3AEModality Setting=MN=12026.05 | 85.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.4 | |
| mmFormerModality Setting=MN=22026.05 | 85.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.16 | |
| SPAModality Setting=MN=22026.05 | 85.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.24 | |
| PUIRModality Setting=MN=32026.05 | 85.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.74 | |
| RFNETModality Setting=MN=22026.05 | 84.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.3 | |
| mmFormerModality Setting=All settings2026.05 | 84.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.48 | |
| M2FModality Setting=MN=22026.05 | 84.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.52 | |
| SPAModality Setting=All settings2026.05 | 84.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.04 | |
| BrainMVPModality Setting=All settings2026.05 | 84.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 6.48 | |
| SwinUNRTRFuzzy-regularization=true2026.01 | 84.04 | 71.81 | 83.29 | 72.83 | 84.15 | 87.92 | 87.35 | 84.76 | 86.9 | 75.79 | 85.14 | 88.81 | 88.83 | 88.4 | 85.7 | 88.92 | — | |
| RFNETModality Setting=All settings2026.05 | 83.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.34 | |
| M2FModality Setting=All settings2026.05 | 83.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.7 | |
| mmFormerFuzzy-regularization=false2026.01 | 82.94 | 67.52 | 81.15 | 72.22 | 86.1 | 87.3 | 87.59 | 82.99 | 87.06 | 74.42 | 82.2 | 88.14 | 87.33 | 87.75 | 82.71 | 89.64 | — | |
| M3AEModality Setting=MN=22026.05 | 82.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.08 | |
| BrainMVPModality Setting=MN=22026.05 | 82.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.57 | |
| SwinUNRTRFuzzy-regularization=false2026.01 | 82.36 | 68.32 | 80.58 | 70.04 | 83.69 | 86.85 | 86.2 | 83.22 | 85.77 | 73.69 | 83.07 | 87.81 | 87.22 | 86.78 | 84.35 | 87.81 | — | |
| M3AEModality Setting=All settings2026.05 | 81.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.53 | |
| mmFormerModality Setting=MN=32026.05 | 80.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 6.81 | |
| U-HVEDFuzzy-regularization=false2026.01 | 79.16 | 49.51 | 79.83 | 53.62 | 84.39 | 85.93 | 87.58 | 81.32 | 85.71 | 64.22 | 81.56 | 88.09 | 86.72 | 88.07 | 82.32 | 88.46 | — | |
| SPAModality Setting=MN=32026.05 | 78.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 6.6 | |
| M2FModality Setting=MN=32026.05 | 78.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.05 | |
| RFNETModality Setting=MN=32026.05 | 77.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 8.16 | |
| BrainMVPModality Setting=MN=32026.05 | 75.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.5 | |
| M3AEModality Setting=MN=32026.05 | 74.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 6.67 | |
| U-HeMISFuzzy-regularization=false2026.01 | 74.05 | 57.62 | 80.96 | 61.53 | 52.48 | 68.99 | 82.95 | 82.48 | 64.62 | 68.47 | 82.41 | 83.85 | 72.31 | 83.43 | 83.94 | 84.74 | — |