Brain Tumor Segmentation on BraTS 2018 (test)
91.1ET DSCC-ConvNet
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| C-ConvNet2025.12 | 91.1 | — | 92 | — | 87.2 | — | — | — | — | — | — | — | — | — | — | |
| 2D-CNNs2025.12 | 83 | — | 82 | — | 85 | — | — | — | — | — | — | — | — | — | — | |
| ERV-Net2025.12 | 81.8 | — | 91.2 | — | 86.6 | — | — | — | — | — | — | — | — | — | — | |
| NVDLMEDParams(M)=40.06, FLOPs=1495.532021.09 | 81.73 | 3.82 | 86.02 | 6.85 | 90.68 | 4.52 | — | — | — | — | — | — | — | — | — | |
| No New-NetParams(M)=10.36, FLOPs=202.252021.09 | 81.01 | 2.41 | 85.44 | 6.52 | 90.83 | 4.27 | — | — | — | — | — | — | — | — | — | |
| CH-UNet2025.12 | 79 | — | 91 | — | 85 | — | — | — | — | — | — | — | — | — | — | |
| Kao et al.Params(M)=9.45, FLOPs=203.962021.09 | 78.75 | 3.81 | 81.35 | 7.56 | 90.47 | 4.32 | — | — | — | — | — | — | — | — | — | |
| CSC+DecParams(M)=0.25, FLOPs=7.912021.09 | 78.1 | 4.01 | 83.2 | 6.53 | 90.2 | 5.22 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=false, T1=false, T1ce=false, T2=true2021.06 | 78.07 | 3.57 | 84.18 | 5.04 | 80.52 | 8.42 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=true, T1=false, T1ce=true, T2=false2021.06 | 77.46 | 4.22 | 83.35 | 5.83 | 88.28 | 7.47 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=true, T1=true, T1ce=true, T2=true2021.06 | 77.06 | 5.09 | 85.18 | 5.94 | 89.22 | 6.71 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=true, T1=false, T1ce=true, T2=true2021.06 | 76.16 | 5.62 | 84.25 | 6.75 | 88.96 | 6.93 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=false, T1=true, T1ce=true, T2=true2021.06 | 76.1 | 5.01 | 84.67 | 5.86 | 86.9 | 6.24 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=true, T1=true, T1ce=true, T2=false2021.06 | 75.97 | 4.34 | 82.85 | 6.48 | 88.34 | 7.03 | — | — | — | — | — | — | — | — | — | |
| MSMANet2025.12 | 75.8 | — | 81.1 | — | 89 | — | — | — | — | — | — | — | — | — | — | |
| ACNFlair=false, T1=false, T1ce=true, T2=true2021.06 | 75.65 | 4.36 | 84.41 | 6.41 | 86.41 | 7.41 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=true, T1=false, T1ce=false, T2=true2021.06 | 75.21 | 3.77 | 84.59 | 5.76 | 80.05 | 9.27 | — | — | — | — | — | — | — | — | — | |
| DenseAFPNet2025.12 | 75.2 | — | 86.4 | — | 77.3 | — | — | — | — | — | — | — | — | — | — | |
| S3D-UNetParams(M)=3.32, FLOPs=75.202021.09 | 74.93 | — | 83.09 | — | 89.35 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1CE, T22025.12 | 74.9 | — | 82.9 | — | 86.6 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1, T1CE, T22025.12 | 74.9 | — | 83.3 | — | 86.6 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1CE, T2, FLAIR2025.12 | 74.8 | — | 83.6 | — | 90.7 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1CE, FLAIR2025.12 | 74.4 | — | 82.8 | — | 89.9 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=All (T1, T1CE, T2, FLAIR)2025.12 | 74 | — | 84.1 | — | 90.6 | — | — | — | — | — | — | — | — | — | — | |
| 3D-ESPNetParams(M)=3.63, FLOPs=76.512021.09 | 73.7 | — | 81.4 | — | 88.3 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1CE2025.12 | 72.8 | — | 80.2 | — | 74.7 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1, T1CE, FLAIR2025.12 | 71.9 | — | 83.9 | — | 89.8 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1, T1CE2025.12 | 71.6 | — | 82 | — | 77.9 | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISFlair=true, T1=true, T1ce=true, T2=true2021.06 | 70.24 | 7.43 | 79.48 | 8.95 | 84.74 | 8.99 | — | — | — | — | — | — | — | — | — | |
| U-HVEDFlair=true, T1=true, T1ce=true, T2=true2021.06 | 69.03 | 8.37 | 77.71 | 8.63 | 88.46 | 7.8 | — | — | — | — | — | — | — | — | — | |
| Ilyas et al.2026.05 | 65 | — | 76 | — | 88 | — | — | — | — | — | — | — | — | — | — | |
| SIUMreproduced=false2026.06 | 62.52 | — | 78.37 | — | 87.1 | — | — | — | — | — | — | — | — | — | — | |
| M3AEreproduced=false2026.06 | 59.85 | — | 77.37 | — | 85.82 | — | — | — | — | — | — | — | — | — | — | |
| DC-Segreproduced=true2026.06 | 59.55 | — | 77.14 | — | 86.59 | — | — | — | — | — | — | — | — | — | — | |
| RFNetreproduced=false2026.06 | 58.44 | — | 76 | — | 85.49 | — | — | — | — | — | — | — | — | — | — | |
| TARDisType=Average2025.12 | 56.4 | — | 75.9 | — | 86 | — | — | — | — | — | — | — | — | — | — | |
| mmFormerreproduced=true2026.06 | 56.2 | — | 73.65 | — | 86.2 | — | — | — | — | — | — | — | — | — | — | |
| ACNFlair=false, T1=true, T1ce=true, T2=false2021.06 | 47.39 | 9.1 | 73.28 | 8.72 | 85.5 | 7.96 | — | — | — | — | — | — | — | — | — | |
| RFNetType=Average2025.12 | 46.6 | — | 71.1 | — | 83.7 | — | — | — | — | — | — | — | — | — | — | |
| ACNFlair=false, T1=true, T1ce=false, T2=true2021.06 | 45.96 | 10.45 | 71.61 | 10.31 | 87.75 | 6.65 | — | — | — | — | — | — | — | — | — | |
| mmFormerType=Average2025.12 | 44.8 | — | 67 | — | 82 | — | — | — | — | — | — | — | — | — | — | |
| M2FTransType=Average2025.12 | 43.9 | — | 66 | — | 82 | — | — | — | — | — | — | — | — | — | — | |
| ACNFlair=true, T1=true, T1ce=false, T2=false2021.06 | 43.71 | 11.38 | 71.3 | 11.87 | 87.49 | 8.88 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=false, T1=false, T1ce=true, T2=false2021.06 | 42.98 | 10.66 | 67.94 | 10.07 | 85.55 | 7.24 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=false, T1=true, T1ce=false, T2=false2021.06 | 42.77 | 11.44 | 67.72 | 11.75 | 87.3 | 7.81 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=true, T1=true, T1ce=false, T2=true2021.06 | 42.09 | 10.81 | 67.86 | 10.69 | 88.35 | 6.14 | — | — | — | — | — | — | — | — | — | |
| ACNFlair=true, T1=false, T1ce=false, T2=false2021.06 | 41.52 | 10.68 | 71.18 | 10.46 | 79.34 | 10.22 | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1, T2, FLAIR2025.12 | 40.5 | — | 72.6 | — | 90.2 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T2, FLAIR2025.12 | 40 | — | 68.2 | — | 89.8 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1, T22025.12 | 39.3 | — | 70.5 | — | 86.8 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T22025.12 | 38.5 | — | 64.9 | — | 84.9 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=FLAIR2025.12 | 36 | — | 64.7 | — | 87.9 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T1, FLAIR2025.12 | 35.9 | — | 71.5 | — | 89.3 | — | — | — | — | — | — | — | — | — | — | |
| TARDisModalities=T12025.12 | 26.9 | — | 63.6 | — | 74.6 | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISFlair=false, T1=false, T1ce=true, T2=false2021.06 | 25.63 | 14.42 | 57.2 | 17.88 | 80.96 | 12.53 | — | — | — | — | — | — | — | — | — | |
| M3AEType=Average2025.12 | 24.4 | — | 39.7 | — | 42.7 | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDFlair=false, T1=false, T1ce=true, T2=false2021.06 | 22.82 | 14.28 | 54.67 | 15.38 | 79.83 | 14.63 | — | — | — | — | — | — | — | — | — | |
| CSDG2026.04 | — | — | — | — | — | — | — | 61.37 | 47.53 | 43.84 | 50.91 | 16.74 | 22.77 | 21.58 | 20.36 | |
| EGSDG2026.04 | — | — | — | — | — | — | — | 76.16 | 62.43 | 55.87 | 64.82 | 13.43 | 18.84 | 17.79 | 16.69 | |
| Fed-DG2026.04 | — | — | — | — | — | — | — | 75.77 | 5.82 | 9.51 | 30.37 | 14.45 | 54.03 | 51.06 | 39.85 | |
| FGML-DG2026.04 | — | — | — | — | — | — | — | 77.32 | 66.33 | 65.25 | 69.63 | 10.34 | 14.42 | 15.36 | 13.37 | |
| HMISmodalities=T1c2023.10 | — | — | — | — | — | — | 26.06 | — | — | — | — | — | — | — | — | |
| HMISmodalities=Fl2023.10 | — | — | — | — | — | — | 37.39 | — | — | — | — | — | — | — | — | |
| HMISmodalities=Fl, T1, T1c, T22023.10 | — | — | — | — | — | — | 79.48 | — | — | — | — | — | — | — | — | |
| LCKDmodalities=T1c2023.10 | — | — | — | — | — | — | 72.01 | — | — | — | — | — | — | — | — | |
| LCKDmodalities=Fl2023.10 | — | — | — | — | — | — | 66.58 | — | — | — | — | — | — | — | — | |
| LCKDmodalities=Fl, T1, T1c, T22023.10 | — | — | — | — | — | — | 85.31 | — | — | — | — | — | — | — | — | |
| MixStyle2026.04 | — | — | — | — | — | — | — | 77.03 | 45.68 | 40.23 | 54.31 | 12.97 | 23.1 | 24.36 | 20.14 | |
| SADN2026.04 | — | — | — | — | — | — | — | 75.87 | 49.36 | 38.09 | 54.44 | 13.44 | 20.15 | 23.56 | 19.05 |