Brain Tumor Segmentation on BraTS 2023 (test)
94.02WT DiceSegMamba-V2
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SegMamba-V22026.05 | 94.02 | 3.41 | 92.83 | 2.92 | 87.93 | 3.36 | 91.6 | 3.23 | — | — | — | — | |
| BiSegMamba2026.05 | 93.95 | 3.76 | 92.88 | 3.76 | 88.05 | 3.15 | 91.63 | 3.3 | — | — | — | — | |
| U-Mamba-Bot2026.05 | 93.67 | 3.42 | 91.96 | 3.94 | 87.26 | 3.45 | 90.96 | 3.6 | — | — | — | — | |
| SegMamba2024.01 | 93.61 | 3.37 | 92.65 | 3.85 | 87.71 | 3.48 | 91.32 | 3.56 | — | — | — | — | |
| SegMamba2026.05 | 93.61 | 3.37 | 92.65 | 3.85 | 87.71 | 3.48 | 91.32 | 3.56 | — | — | — | — | |
| nnUNet2026.05 | 93.5 | 3.54 | 91.2 | 3.94 | 86.7 | 3.55 | 90.46 | 3.67 | — | — | — | — | |
| DRBD-Mamba2025.10 | 93.45 | 5.41 | 92.01 | 4.52 | 87.97 | 4.89 | — | — | — | — | — | — | |
| SwinUNETR-V22024.01 | 93.35 | 5.01 | 89.65 | 4.41 | 85.17 | 4.41 | 89.39 | 4.51 | — | — | — | — | |
| Swin-UNETR-V22025.10 | 93.35 | 5.01 | 89.65 | 4.41 | 85.17 | 4.41 | — | — | — | — | — | — | |
| SwinUNETR-V22026.05 | 93.35 | 5.01 | 89.65 | 4.41 | 85.17 | 4.41 | 89.39 | 4.51 | — | — | — | — | |
| IM-FuseModality Configuration=F2026.05 | 93.3 | — | 91.5 | — | 85.8 | — | — | — | — | — | — | — | |
| SegMamba-V22025.10 | 93.15 | 3.71 | 90.16 | 4.02 | 86.64 | 3.56 | — | — | — | — | — | — | |
| UX-Net2024.01 | 93.13 | 4.56 | 90.03 | 5.68 | 85.91 | 4.19 | 89.69 | 4.81 | — | — | — | — | |
| UX-Net2025.10 | 93.13 | 4.56 | 90.03 | 5.68 | 85.91 | 4.19 | — | — | — | — | — | — | |
| UX-Net2026.05 | 93.13 | 4.56 | 90.03 | 5.68 | 85.91 | 4.19 | 89.69 | 4.81 | — | — | — | — | |
| M3FeConModality Configuration=F2026.05 | 93.1 | — | 91.1 | — | 84.2 | — | — | — | — | — | — | — | |
| IM-FuseModality Configuration=T1c2026.05 | 93.1 | — | 91.3 | — | 85.2 | — | — | — | — | — | — | — | |
| SegMamba2025.10 | 93.03 | 4.17 | 90.26 | 3.87 | 86.53 | 4.3 | — | — | — | — | — | — | |
| mmFormModality Configuration=T1c2026.05 | 93 | — | 91 | — | 84.2 | — | — | — | — | — | — | — | |
| mmFormModality Configuration=F2026.05 | 93 | — | 91 | — | 84.7 | — | — | — | — | — | — | — | |
| ShaSpecModality Configuration=F2026.05 | 93 | — | 90.7 | — | 82.4 | — | — | — | — | — | — | — | |
| M3AEModality Configuration=T1c2026.05 | 93 | — | 91.5 | — | 85.7 | — | — | — | — | — | — | — | |
| IM-FuseModality Configuration=T22026.05 | 93 | — | 81.4 | — | 67 | — | — | — | — | — | — | — | |
| D3SegModality Configuration=T1c2026.05 | 93 | — | 91.1 | — | 87.5 | — | — | — | — | — | — | — | |
| D3SegModality Configuration=F2026.05 | 93 | — | 91.1 | — | 87.4 | — | — | — | — | — | — | — | |
| ShaSpecModality Configuration=T1c2026.05 | 92.9 | — | 90.4 | — | 82.1 | — | — | — | — | — | — | — | |
| M3AEModality Configuration=F2026.05 | 92.9 | — | 91.5 | — | 85.6 | — | — | — | — | — | — | — | |
| mmFormModality Configuration=T1, T1c2026.05 | 92.8 | — | 90.9 | — | 84.8 | — | — | — | — | — | — | — | |
| IM-FuseModality Configuration=T1c, T22026.05 | 92.8 | — | 91.4 | — | 85 | — | — | — | — | — | — | — | |
| IM-FuseModality Configuration=T1, T1c2026.05 | 92.8 | — | 91.6 | — | 85.1 | — | — | — | — | — | — | — | |
| D3SegModality Configuration=T1c, T22026.05 | 92.8 | — | 90.8 | — | 87.3 | — | — | — | — | — | — | — | |
| D3SegModality Configuration=T1, T1c2026.05 | 92.8 | — | 91 | — | 87.4 | — | — | — | — | — | — | — | |
| D3SegModality Configuration=T22026.05 | 92.8 | — | 81.9 | — | 68.1 | — | — | — | — | — | — | — | |
| SwinUNETR2024.01 | 92.71 | 5.22 | 87.79 | 4.42 | 84.21 | 4.48 | 88.23 | 4.7 | — | — | — | — | |
| Swin-UNETR2025.10 | 92.71 | 5.22 | 87.79 | 4.42 | 84.21 | 4.48 | — | — | — | — | — | — | |
| SwinUNETR2026.05 | 92.71 | 5.22 | 87.79 | 4.42 | 84.21 | 4.48 | 88.23 | 4.7 | — | — | — | — | |
| mmFormModality Configuration=T1c, T22026.05 | 92.7 | — | 90.7 | — | 84.9 | — | — | — | — | — | — | — | |
| M3FeConModality Configuration=T22026.05 | 92.7 | — | 80.9 | — | 62.4 | — | — | — | — | — | — | — | |
| D3SegModality Configuration=F, T22026.05 | 92.7 | — | 81.1 | — | 66.4 | — | — | — | — | — | — | — | |
| ShaSpecModality Configuration=T1, T1c2026.05 | 92.6 | — | 90.3 | — | 82.4 | — | — | — | — | — | — | — | |
| M3AEModality Configuration=T1, T1c2026.05 | 92.6 | — | 91.2 | — | 85.9 | — | — | — | — | — | — | — | |
| M3FeConModality Configuration=T1c2026.05 | 92.6 | — | 91.2 | — | 84 | — | — | — | — | — | — | — | |
| IM-FuseModality Configuration=F, T22026.05 | 92.6 | — | 79.9 | — | 64.3 | — | — | — | — | — | — | — | |
| mmFormModality Configuration=T22026.05 | 92.5 | — | 80.8 | — | 66 | — | — | — | — | — | — | — | |
| ShaSpecModality Configuration=T22026.05 | 92.5 | — | 79.1 | — | 59.6 | — | — | — | — | — | — | — | |
| M3AEModality Configuration=T1c, T22026.05 | 92.5 | — | 90.9 | — | 85.6 | — | — | — | — | — | — | — | |
| D3SegModality Configuration=F, T1, T1c2026.05 | 92.5 | — | 80.8 | — | 64.9 | — | — | — | — | — | — | — | |
| MedNeXt2024.01 | 92.41 | 4.98 | 87.75 | 4.67 | 83.96 | 4.51 | 88.04 | 4.72 | — | — | — | — | |
| MedNeXt2025.10 | 92.41 | 4.98 | 87.75 | 4.67 | 83.96 | 4.51 | — | — | — | — | — | — | |
| MedNeXt2026.05 | 92.41 | 4.98 | 87.75 | 4.67 | 83.96 | 4.51 | 88.04 | 4.72 | — | — | — | — | |
| IM-FuseModality Configuration=F, T1, T1c2026.05 | 92.4 | — | 80.9 | — | 63.9 | — | — | — | — | — | — | — | |
| ShaSpecModality Configuration=T1c, T22026.05 | 92.3 | — | 89.7 | — | 81.9 | — | — | — | — | — | — | — | |
| mmFormModality Configuration=F, T1, T1c2026.05 | 92.2 | — | 80.6 | — | 62.5 | — | — | — | — | — | — | — | |
| SFusionModality Configuration=F2026.05 | 92.2 | — | 89.5 | — | 84 | — | — | — | — | — | — | — | |
| ShaSpecModality Configuration=F, T22026.05 | 92.2 | — | 77.3 | — | 58 | — | — | — | — | — | — | — | |
| M3AEModality Configuration=F, T22026.05 | 92.2 | — | 79.2 | — | 61.2 | — | — | — | — | — | — | — | |
| UNETR2024.01 | 92.19 | 6.17 | 86.39 | 5.29 | 84.48 | 5.03 | 87.68 | 5.49 | — | — | — | — | |
| UNETR2025.10 | 92.19 | 6.17 | 86.39 | 5.29 | 84.48 | 5.03 | — | — | — | — | — | — | |
| UNETR2026.05 | 92.19 | 6.17 | 86.39 | 5.29 | 84.48 | 5.03 | 87.68 | 5.49 | — | — | — | — | |
| SFusionModality Configuration=T1c2026.05 | 92.1 | — | 89.3 | — | 83.9 | — | — | — | — | — | — | — | |
| M3AEModality Configuration=T22026.05 | 92.1 | — | 79.9 | — | 62.3 | — | — | — | — | — | — | — | |
| M3FeConModality Configuration=F, T22026.05 | 92.1 | — | 79.1 | — | 60.4 | — | — | — | — | — | — | — | |
| SegresNet2024.01 | 92.02 | 4.07 | 89.1 | 4.08 | 83.66 | 3.88 | 88.26 | 4.01 | — | — | — | — | |
| SegResNet2025.10 | 92.02 | 4.07 | 89.1 | 4.08 | 83.66 | 3.88 | — | — | — | — | — | — | |
| SegresNet2026.05 | 92.02 | 4.07 | 89.1 | 4.08 | 83.66 | 3.88 | 88.26 | 4.01 | — | — | — | — | |
| ShaSpecModality Configuration=F, T1, T1c2026.05 | 91.9 | — | 78.1 | — | 57.4 | — | — | — | — | — | — | — | |
| M3AEModality Configuration=F, T1, T1c2026.05 | 91.9 | — | 79.9 | — | 60.7 | — | — | — | — | — | — | — | |
| PGR-NetParams(M)=8.64, FLOPs(G)=39.05, Inf Time(min)=9:41, Batch size=162026.03 | 91.82 | 1.1334 | 94.07 | 0.6647 | 93.88 | 0.6011 | — | — | — | — | — | — | |
| PGR-Net(ours)Params(M)=8.64, FLOPs(G)=39.05, Inf Time(min)=9:41, Batch Size=162026.03 | 91.82 | 1.1334 | 94.07 | 0.6647 | 93.88 | 0.6011 | — | — | — | — | — | — | |
| IM-FuseModality Configuration=F, T1, T1c, T22026.05 | 91.8 | — | 78.8 | — | 59.5 | — | — | — | — | — | — | — | |
| D3SegModality Configuration=F, T1, T1c, T22026.05 | 91.8 | — | 78.5 | — | 60.4 | — | — | — | — | — | — | — | |
| SFusionModality Configuration=T1, T1c2026.05 | 91.7 | — | 89.1 | — | 83.8 | — | — | — | — | — | — | — | |
| SFusionModality Configuration=T22026.05 | 91.6 | — | 78.5 | — | 60.1 | — | — | — | — | — | — | — | |
| M3AEModality Configuration=F, T1, T1c, T22026.05 | 91.5 | — | 76.8 | — | 56.7 | — | — | — | — | — | — | — | |
| mmFormModality Configuration=F, T1, T1c, T22026.05 | 91.4 | — | 78.3 | — | 58.8 | — | — | — | — | — | — | — | |
| M-NetYear=2025, Params(M)=81.59, FLOPs(G)=91.29, Inf Time(min)=15:33, Batch size=162026.03 | 91.33 | 1.1534 | 93.55 | 0.7069 | 93.42 | 0.66 | — | — | — | — | — | — | |
| M-NetYear=2025, Params(M)=81.59, FLOPs(G)=91.29, Inf Time(min)=15:33, Batch Size=162026.03 | 91.33 | 1.1534 | 93.55 | 0.7069 | 93.42 | 0.66 | — | — | — | — | — | — | |
| mmFormModality Configuration=F, T22026.05 | 91.3 | — | 80 | — | 63.9 | — | — | — | — | — | — | — | |
| SFusionModality Configuration=F, T22026.05 | 91.3 | — | 77.8 | — | 59 | — | — | — | — | — | — | — | |
| SFusionModality Configuration=T1c, T22026.05 | 91.2 | — | 88.6 | — | 83.9 | — | — | — | — | — | — | — | |
| nnFormer2025.10 | 91.15 | 5.65 | 85.94 | 5.31 | 78.73 | 5.09 | — | — | — | — | — | — | |
| nnFormer2026.05 | 91.15 | 5.65 | 85.94 | 5.31 | 78.73 | 5.09 | 85.27 | 5.35 | — | — | — | — | |
| Mamba SeaYear=2025, Params(M)=27.43, FLOPs(G)=66.91, Inf Time(min)=16:49, Batch size=162026.03 | 91.12 | 1.1837 | 93.41 | 0.6977 | 93.47 | 0.6728 | — | — | — | — | — | — | |
| Mamba SeaYear=2025, Params(M)=27.43, FLOPs(G)=66.91, Inf Time(min)=16:49, Batch Size=162026.03 | 91.12 | 1.1837 | 93.41 | 0.6977 | 93.47 | 0.6728 | — | — | — | — | — | — | |
| Swin UNETRYear=2022, Params(M)=25.11, FLOPs(G)=106.80, Inf Time(min)=21:33, Batch size=162026.03 | 91.11 | 1.1629 | 93.2 | 0.7088 | 93.42 | 0.6631 | — | — | — | — | — | — | |
| Swin UNETRYear=2022, Params(M)=25.11, FLOPs(G)=106.80, Inf Time(min)=21:33, Batch Size=162026.03 | 91.11 | 1.1629 | 93.2 | 0.7088 | 93.42 | 0.6631 | — | — | — | — | — | — | |
| Mamba-UNetYear=2024, Params(M)=35.86, FLOPs(G)=72.44, Inf Time(min)=14:12, Batch size=162026.03 | 91.03 | 1.1734 | 93.32 | 0.7008 | 93.31 | 0.6764 | — | — | — | — | — | — | |
| Mamba-UNetYear=2024, Params(M)=35.86, FLOPs(G)=72.44, Inf Time(min)=14:12, Batch Size=162026.03 | 91.03 | 1.1734 | 93.32 | 0.7008 | 93.31 | 0.6764 | — | — | — | — | — | — | |
| ShaSpecModality Configuration=F, T1, T1c, T22026.05 | 91 | — | 74.3 | — | 53.3 | — | — | — | — | — | — | — | |
| SLf-UNetYear=2024, Params(M)=36.08, FLOPs(G)=534.73, Inf Time(min)=30:19, Batch size=162026.03 | 90.81 | 1.1748 | 93.18 | 0.71 | 93.3 | 0.6709 | — | — | — | — | — | — | |
| SLf-UNetYear=2024, Params(M)=36.08, FLOPs(G)=534.73, Inf Time(min)=30:19, Batch Size=162026.03 | 90.81 | 1.1748 | 93.18 | 0.71 | 93.3 | 0.6709 | — | — | — | — | — | — | |
| SFusionModality Configuration=F, T1, T1c2026.05 | 90.8 | — | 77.4 | — | 57.4 | — | — | — | — | — | — | — | |
| H-VMUNetYear=2025, Params(M)=51.92, FLOPs(G)=75.98, Inf Time(min)=16:04, Batch size=162026.03 | 90.77 | 1.1833 | 93.05 | 0.7229 | 92.88 | 0.6931 | — | — | — | — | — | — | |
| H-VMUNetYear=2025, Params(M)=51.92, FLOPs(G)=75.98, Inf Time(min)=16:04, Batch Size=162026.03 | 90.77 | 1.1833 | 93.05 | 0.7229 | 92.88 | 0.6931 | — | — | — | — | — | — | |
| UNetYear=2015, Params(M)=39.40, FLOPs(G)=321.19, Inf Time(min)=12:32, Batch size=162026.03 | 90.71 | 1.1863 | 93.05 | 0.7329 | 93.36 | 0.673 | — | — | — | — | — | — | |
| TransUNetYear=2021, Params(M)=105.21, FLOPs(G)=237.83, Inf Time(min)=11:02, Batch size=162026.03 | 90.71 | 1.181 | 92.52 | 0.7276 | 92.92 | 0.6869 | — | — | — | — | — | — | |
| UNetYear=2015, Params(M)=39.40, FLOPs(G)=321.19, Inf Time(min)=12:32, Batch Size=162026.03 | 90.71 | 1.1863 | 93.05 | 0.7329 | 93.36 | 0.673 | — | — | — | — | — | — | |
| TransUNetYear=2021, Params(M)=105.21, FLOPs(G)=237.83, Inf Time(min)=11:02, Batch Size=162026.03 | 90.71 | 1.181 | 92.52 | 0.7276 | 92.92 | 0.6869 | — | — | — | — | — | — | |
| UKANYear=2024, Params(M)=25.36, FLOPs(G)=62.21, Inf Time(min)=19:43, Batch size=162026.03 | 90.64 | 1.1862 | 93.04 | 0.7234 | 93.14 | 0.6824 | — | — | — | — | — | — | |
| UKANYear=2024, Params(M)=25.36, FLOPs(G)=62.21, Inf Time(min)=19:43, Batch Size=162026.03 | 90.64 | 1.1862 | 93.04 | 0.7234 | 93.14 | 0.6824 | — | — | — | — | — | — |