Brain Tumor Segmentation on BraTS 2021 (val)
93.75Dice WTBaseline
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BaselineNoise condition=clean2026.01 | 93.75 | 92.67 | 89.33 | — | — | — | 82.13 | 88.62 | 87.6 | 91.92 | 86.12 | — | |
| MHMambaunified pipeline=true2026.05 | 93.54 | 92.23 | 87.28 | 3.74 | 2.89 | 3.5 | — | — | — | 91.02 | — | 3.38 | |
| SwinUNETR-DHC×4Architecture Type=3D Architectures, Backbone=SwinUNETR, Hyper-Connection Variant=DHC×42026.03 | 93.16 | 90.9 | 89.37 | — | — | — | — | — | — | 91.09 | — | — | |
| SwinUNETR-SHC×2Architecture Type=3D Architectures, Backbone=SwinUNETR, Hyper-Connection Variant=SHC×22026.03 | 93.13 | 90.57 | 89.35 | — | — | — | — | — | — | 90.99 | — | — | |
| SwinUNETR-DHC×2Architecture Type=3D Architectures, Backbone=SwinUNETR, Hyper-Connection Variant=DHC×22026.03 | 93.12 | 90.76 | 89.4 | — | — | — | — | — | — | 91.05 | — | — | |
| SVL-DRLNoise condition=MT-Noise2026.01 | 93.1 | 91.67 | 88.32 | — | — | — | 80.8 | 87.58 | 86.2 | 91.03 | 84.86 | — | |
| SwinUNETR-SHC×4Architecture Type=3D Architectures, Backbone=SwinUNETR, Hyper-Connection Variant=SHC×42026.03 | 93.09 | 90.77 | 89.39 | — | — | — | — | — | — | 91.03 | — | — | |
| BMDS-NetParams (M)=63.27, FLOPs (G)=872.262026.01 | 92.93 | 90.98 | 86.75 | 2.27 | 2.22 | 3.27 | — | — | — | — | — | — | |
| nnU-NetParams (M)=30.75, FLOPs (G)=412.52026.01 | 92.92 | 91.93 | 86.72 | 4.87 | 3.92 | 3.51 | — | — | — | — | — | — | |
| SegMambaunified pipeline=true2026.05 | 92.92 | 91.46 | 86.58 | 4.21 | 4.32 | 4.02 | — | — | — | 90.32 | — | 4.18 | |
| MTCLNoise condition=MT-Noise2026.01 | 92.87 | 90.88 | 87.52 | — | — | — | 79.34 | 87.16 | 84.74 | 90.42 | 83.75 | — | |
| Swin UNETRParams (M)=61.99, FLOPs (G)=794.022026.01 | 92.79 | 91.11 | 86.29 | 2.3 | 2.39 | 3.84 | — | — | — | — | — | — | |
| CLCSNoise condition=MT-Noise2026.01 | 92.78 | 91.92 | 87.99 | — | — | — | 80.07 | 86.98 | 86.27 | 90.89 | 84.44 | — | |
| RSF-AssistedNoise condition=MT-Noise2026.01 | 92.7 | 89.99 | 87.41 | — | — | — | 79.44 | 86.9 | 83.79 | 90.04 | 83.38 | — | |
| nnFormerParams (M)=149, FLOPs (G)=106.52026.01 | 92.68 | 90.15 | 86.87 | 4.43 | 8.04 | 3.27 | — | — | — | — | — | — | |
| SegMamba-V2unified pipeline=true2026.05 | 92.59 | 89.27 | 85.57 | 4.19 | 3.54 | 3.71 | — | — | — | 89.14 | — | 3.8 | |
| SVL-DRLNoise condition=SFDA-Noise2026.01 | 92.52 | 90.42 | 87.43 | — | — | — | 79.42 | 86.59 | 84.2 | 90.12 | 83.4 | — | |
| SwinUNETRArchitecture Type=3D Architectures, Backbone=SwinUNETR, Hyper-Connection Variant=Baseline2026.03 | 92.51 | 89.62 | 88.71 | — | — | — | — | — | — | 90.28 | — | — | |
| nnU-Netunified pipeline=true2026.05 | 92.4 | 88.62 | 87.23 | 6.63 | 6.04 | 4.07 | — | — | — | 89.4 | — | 5.58 | |
| LightUNetunified pipeline=true2026.05 | 92.38 | 88.96 | 88.38 | 5.95 | 6 | 4.37 | — | — | — | 89.9 | — | 5.44 | |
| nnU-Net-DHC×2Architecture Type=3D Architectures, Backbone=nnU-Net, Hyper-Connection Variant=DHC×22026.03 | 92.32 | 90.48 | 86.56 | — | — | — | — | — | — | 89.79 | — | — | |
| nnU-Net-DHC×4Architecture Type=3D Architectures, Backbone=nnU-Net, Hyper-Connection Variant=DHC×42026.03 | 92.32 | 90.32 | 86.23 | — | — | — | — | — | — | 89.63 | — | — | |
| nnU-Net-SHC×4Architecture Type=3D Architectures, Backbone=nnU-Net, Hyper-Connection Variant=SHC×42026.03 | 92.31 | 90.54 | 86.66 | — | — | — | — | — | — | 89.84 | — | — | |
| TransBTSParams (M)=32.99, FLOPs (G)=3332026.01 | 92.3 | 88.1 | 84.8 | 4.23 | 4.39 | 3.16 | — | — | — | — | — | — | |
| nnU-Net-SHC×2Architecture Type=3D Architectures, Backbone=nnU-Net, Hyper-Connection Variant=SHC×22026.03 | 92.27 | 90.1 | 86.29 | — | — | — | — | — | — | 89.55 | — | — | |
| VT-UNet-DHC×2Architecture Type=3D Architectures, Backbone=VT-UNet, Hyper-Connection Variant=DHC×22026.03 | 92.15 | 89.97 | 87.67 | — | — | — | — | — | — | 89.93 | — | — | |
| VT-UNet-SHC×2Architecture Type=3D Architectures, Backbone=VT-UNet, Hyper-Connection Variant=SHC×22026.03 | 92.12 | 89.69 | 87.41 | — | — | — | — | — | — | 89.74 | — | — | |
| nnU-NetArchitecture Type=3D Architectures, Backbone=nnU-Net, Hyper-Connection Variant=Baseline2026.03 | 92.1 | 89.91 | 86.22 | — | — | — | — | — | — | 89.41 | — | — | |
| VT-UNet-DHC×4Architecture Type=3D Architectures, Backbone=VT-UNet, Hyper-Connection Variant=DHC×42026.03 | 92.05 | 89.9 | 87.62 | — | — | — | — | — | — | 89.86 | — | — | |
| VT-UNet-SHC×4Architecture Type=3D Architectures, Backbone=VT-UNet, Hyper-Connection Variant=SHC×42026.03 | 92.05 | 89.8 | 87.54 | — | — | — | — | — | — | 89.8 | — | — | |
| JCASNoise condition=SFDA-Noise2026.01 | 92.01 | 88.37 | 85.36 | — | — | — | 76.15 | 85.75 | 80.93 | 88.58 | 80.94 | — | |
| Loss CorrectionNoise condition=MT-Noise2026.01 | 92 | 89.44 | 85.9 | — | — | — | 77.24 | 85.64 | 82.8 | 89.11 | 81.9 | — | |
| MedNeXtParams (M)=7.91, FLOPs (G)=218.222026.01 | 91.87 | 88.82 | 84.26 | 6.18 | 5.36 | 4.41 | — | — | — | — | — | — | |
| Co-TeachingNoise condition=MT-Noise2026.01 | 91.78 | 88.96 | 85.59 | — | — | — | 76.83 | 85.42 | 82.22 | 88.78 | 81.49 | — | |
| JCASNoise condition=MT-Noise2026.01 | 91.64 | 89.86 | 87 | — | — | — | 78.76 | 85.12 | 83.42 | 89.5 | 82.44 | — | |
| nnformerunified pipeline=true2026.05 | 91.63 | 88.62 | 86.21 | 6.66 | 6.53 | 4.95 | — | — | — | 88.6 | — | 6.04 | |
| RSF-AssistedNoise condition=SFDA-Noise2026.01 | 91.62 | 88.86 | 86.2 | — | — | — | 77.44 | 85.1 | 81.69 | 88.89 | 81.41 | — | |
| CLCSNoise condition=SFDA-Noise2026.01 | 91.59 | 89.37 | 85.52 | — | — | — | 76.49 | 85.02 | 82.39 | 88.83 | 81.3 | — | |
| VT-UNetArchitecture Type=3D Architectures, Backbone=VT-UNet, Hyper-Connection Variant=Baseline2026.03 | 91.56 | 88.66 | 87.13 | — | — | — | — | — | — | 89.12 | — | — | |
| BaselineNoise condition=MT-Noise2026.01 | 91.5 | 86.6 | 85.56 | — | — | — | 76.91 | 84.82 | 78.77 | 87.89 | 80.17 | — | |
| MTCLNoise condition=SFDA-Noise2026.01 | 91.49 | 88.7 | 84.76 | — | — | — | 75.43 | 84.85 | 81.51 | 88.32 | 80.6 | — | |
| Co-TeachingNoise condition=SFDA-Noise2026.01 | 91.43 | 88.71 | 84.34 | — | — | — | 74.82 | 84.85 | 81.6 | 88.16 | 80.42 | — | |
| Loss CorrectionNoise condition=SFDA-Noise2026.01 | 91.41 | 87.48 | 84.87 | — | — | — | 75.81 | 84.79 | 79.77 | 87.92 | 80.12 | — | |
| BaselineNoise condition=SFDA-Noise2026.01 | 91.31 | 85.01 | 82.19 | — | — | — | 72.04 | 84.58 | 76.07 | 86.17 | 77.56 | — | |
| SegResNetParams (M)=4.7, FLOPs (G)=148.042026.01 | 90.53 | 88.14 | 85.78 | 11.97 | 9.73 | 3.77 | — | — | — | — | — | — | |
| VcaNetunified pipeline=true2026.05 | 90.33 | 86.52 | 87.55 | 6.32 | 6.51 | 4.33 | — | — | — | 88.1 | — | 5.72 | |
| ADELENoise condition=MT-Noise2026.01 | 90.09 | 91.15 | 87.94 | — | — | — | 80 | 82.91 | 85.11 | 89.73 | 82.67 | — | |
| Yogananda et al.2026.02 | 90 | 80 | 79 | 5.22 | 19.18 | 19.99 | — | — | — | — | — | — | |
| Attention-Gated R2U-NetFramework=Multi-planar, Planes=sagittal, coronal, axial2026.02 | 90 | 82.4 | 77.5 | 5.232 | 12.001 | 18.422 | — | — | — | — | — | — | |
| Shi et al.2026.02 | 89.1 | 73.8 | 81.9 | 5.772 | 16.874 | 16.628 | — | — | — | — | — | — | |
| Maurya et al.2026.02 | 88.8 | 78.1 | 76.1 | 7.51 | 13.36 | 23.88 | — | — | — | — | — | — | |
| Marndi et al.2026.02 | 88 | 74.9 | 78.3 | — | — | — | — | — | — | — | — | — | |
| ADELENoise condition=SFDA-Noise2026.01 | 87.52 | 88 | 84.66 | — | — | — | 75.45 | 78.54 | 80.55 | 86.72 | 78.18 | — | |
| U-Net 2D-DHC×2Architecture Type=2D Architectures, Backbone=U-Net 2D, Hyper-Connection Variant=DHC×22026.03 | 82.71 | 81.67 | 81.01 | — | — | — | — | — | — | 81.3 | — | — | |
| U-Net 2D-SHC×2Architecture Type=2D Architectures, Backbone=U-Net 2D, Hyper-Connection Variant=SHC×22026.03 | 82.06 | 81.29 | 81.06 | — | — | — | — | — | — | 80.76 | — | — | |
| U-Net 2D-SHC×4Architecture Type=2D Architectures, Backbone=U-Net 2D, Hyper-Connection Variant=SHC×42026.03 | 82.02 | 81.35 | 80.8 | — | — | — | — | — | — | 81.22 | — | — | |
| U-Net 2D-DHC×4Architecture Type=2D Architectures, Backbone=U-Net 2D, Hyper-Connection Variant=DHC×42026.03 | 81.88 | 81.16 | 81.04 | — | — | — | — | — | — | 80.55 | — | — | |
| U-Net 2DArchitecture Type=2D Architectures, Backbone=U-Net 2D, Hyper-Connection Variant=Baseline2026.03 | 81.56 | 81.12 | 80.99 | — | — | — | — | — | — | 80.79 | — | — | |
| U-Netpp 2DArchitecture Type=2D Architectures, Backbone=U-Netpp 2D, Hyper-Connection Variant=Baseline2026.03 | 81.52 | 83.08 | 83.67 | — | — | — | — | — | — | 82.75 | — | — | |
| U-Netpp 2D-DHC×2Architecture Type=2D Architectures, Backbone=U-Netpp 2D, Hyper-Connection Variant=DHC×22026.03 | 81.32 | 82.39 | 83.08 | — | — | — | — | — | — | 82.26 | — | — | |
| U-Netpp 2D-SHC×2Architecture Type=2D Architectures, Backbone=U-Netpp 2D, Hyper-Connection Variant=SHC×22026.03 | 81.06 | 83.93 | 84.28 | — | — | — | — | — | — | 83.09 | — | — | |
| U-Netpp 2D-SHC×4Architecture Type=2D Architectures, Backbone=U-Netpp 2D, Hyper-Connection Variant=SHC×42026.03 | 79.79 | 83.14 | 84.26 | — | — | — | — | — | — | 82.4 | — | — | |
| U-Netpp 2D-DHC×4Architecture Type=2D Architectures, Backbone=U-Netpp 2D, Hyper-Connection Variant=DHC×42026.03 | 79.74 | 81.47 | 81.41 | — | — | — | — | — | — | 80.87 | — | — |