Brain Tumor Segmentation on BraTS 2020 (DSC & HD95)
91.31DSC (WT)SSFMamba
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SSFMambaArchitecture=Mamba2025.08 | 91.31 | 84.51 | 76.69 | 4.31 | 4.97 | 7.53 | 84.17 | 5.6 | |
| MedNext 2023Architecture=CNN2025.08 | 91.26 | 83.52 | 75.71 | 4.75 | 4.77 | 8.01 | 83.49 | 5.84 | |
| nnU-netCode Avail.=✓, Parameters=101.88 M2025.10 | 91.2 | 85.7 | 79.9 | 3.73 | 5.64 | 26.41 | — | — | |
| EM-Net 2024Architecture=Mamba2025.08 | 90.81 | 83.44 | 75.65 | 5.04 | 5.77 | 8.08 | 83.3 | 6.29 | |
| MPNCode Avail.=✗, Parameters=N/A2025.10 | 90.8 | 85.6 | 78.7 | 4.71 | 5.7 | 35.01 | — | — | |
| SegMamba 2024Architecture=Mamba2025.08 | 90.77 | 84.33 | 75.98 | 4.38 | 6.17 | 8.04 | 83.69 | 6.2 | |
| SuperLightNet 2025Architecture=CNN2025.08 | 90.68 | 83.16 | 76.31 | 7.89 | 5.65 | 7.71 | 83.38 | 6.88 | |
| SYNAPSE-NetParameters=41.32 M2025.10 | 90.6 | 86.5 | 78.8 | 4.32 | 4.34 | 10.94 | — | — | |
| DLACode Avail.=✗, Parameters=N/A2025.10 | 90.5 | 78.9 | 72.5 | 8.06 | 8.93 | 33.87 | — | — | |
| SwinUNETR-V2 2023Architecture=Transformer2025.08 | 90.37 | 83.83 | 75.18 | 5.16 | 5.4 | 7.58 | 83.13 | 6.04 | |
| UNETR 2022Architecture=Transformer2025.08 | 90.13 | 78.93 | 73.89 | 6.05 | 6.11 | 8.72 | 80.98 | 6.96 | |
| TransBTSCode Avail.=✓, Parameters=32.99 M2025.10 | 90.1 | 81.7 | 78.7 | 4.96 | 9.77 | 17.95 | — | — | |
| SwinUNETR 2022Architecture=Transformer2025.08 | 90.1 | 84.11 | 75.52 | 5.13 | 5.54 | 7.91 | 83.24 | 6.19 | |
| UXNET 2020Architecture=CNN2025.08 | 90.09 | 83.32 | 76.19 | 4.62 | 5.6 | 8.06 | 83.2 | 6.09 | |
| AD-NetCode Avail.=✓, Parameters=5.27 M2025.10 | 90 | 80 | 76 | 7.22 | 15.3 | 35.2 | — | — | |
| U-Net 2015Architecture=CNN2025.08 | 89.79 | 84.01 | 74.82 | 4.91 | 5.56 | 8.01 | 82.87 | 6.16 | |
| TransUNet 2024Architecture=Transformer2025.08 | 89.35 | 80.34 | 71.47 | 4.34 | 5.67 | 8.64 | 80.38 | 6.22 | |
| 3D-GANCode Avail.=✗, Parameters=N/A2025.10 | 89.3 | 79.2 | 75 | 6.39 | 14.07 | 36 | — | — | |
| MultiResUNetCode Avail.=✗, Parameters=N/A2025.10 | 89.3 | 79 | 70.3 | 4.63 | 10.07 | 34.31 | — | — | |
| SaE-NetCode Avail.=✓, Parameters=37.59 M2025.10 | 88.7 | 84.3 | 80.5 | 4.54 | 19.59 | 15.43 | — | — | |
| DR-UnetCode Avail.=✓, Parameters=76.5 M2025.10 | 88.6 | 66.9 | 65.5 | 18.39 | 53.61 | 16.19 | — | — | |
| Ours2025.11 | 87.21 | 82.54 | 65.93 | 6.4 | 7.6 | 5.9 | 78.56 | 6.63 | |
| M3AE2025.11 | 86.9 | 79.1 | 61.7 | 6.9 | 8.4 | 5.8 | 75.9 | 7 | |
| TMFormer2025.11 | 86.48 | 80.92 | 62.74 | 6.4 | 7.8 | 6.1 | 76.68 | 6.77 | |
| ShaSpec2025.11 | 86.27 | 78.53 | 59.91 | 6.5 | 8.2 | 6.2 | 74.9 | 6.97 | |
| MIFPN2025.11 | 85.48 | 78 | 60.22 | 7.5 | 8.7 | 6.1 | 74.57 | 7.43 | |
| SMU-Net2025.11 | 85.3 | 77.7 | 59.7 | 7.3 | 8.1 | 6.1 | 74.23 | 7.17 | |
| HTSCGANSegmentation Network=U-Net2026.06 | 83.6 | 78.1 | 67.7 | — | — | — | 76.5 | — | |
| TSFSegmentation Network=U-Net2026.06 | 83.2 | 77.1 | 63.6 | — | — | — | 74.6 | — | |
| MMTSegmentation Network=U-Net2026.06 | 82.2 | 77.1 | 67.1 | — | — | — | 75.5 | — | |
| MILRSegmentation Network=U-Net2026.06 | 82 | 76.2 | 67.1 | — | — | — | 75.1 | — | |
| W/O TranslationSegmentation Network=U-Net, Modality Handling=Zero-filled image padding2026.06 | 81.6 | 75.5 | 65.3 | — | — | — | 74.1 | — | |
| MSG-LDMSegmentation Network=U-Net2026.06 | 81.5 | 76.6 | 66.2 | — | — | — | 74.8 | — | |
| MMGANSegmentation Network=U-Net2026.06 | 81.4 | 76.9 | 66 | — | — | — | 74.8 | — |