Brain Tumor Segmentation on BraTS 2020 (test)
95Dice Score (W)GCSER-UNet ensemble
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GCSER-UNet ensemblevariant=ensemble2026.05 | 95 | — | — | — | — | — | — | — | — | — | — | — | 92 | 90 | |
| nn_UNetauthor=Hou et al.2026.05 | 94 | — | — | — | — | — | — | — | — | — | — | — | 93 | 88 | |
| OursFLAIR=Present, T1=Present, T1c=Present, T2=Present2026.06 | 91.58 | — | — | — | — | — | — | — | — | — | — | — | 86.38 | 83.35 | |
| OursFLAIR=Present, T1=Absent, T1c=Present, T2=Present2026.06 | 91.27 | — | — | — | — | — | — | — | — | — | — | — | 86.39 | 81.54 | |
| RFNetFLAIR=Present, T1=Present, T1c=Present, T2=Present2026.06 | 91.11 | — | — | — | — | — | — | — | — | — | — | — | 85.21 | 78 | |
| OursFLAIR=Present, T1=Present, T1c=Present, T2=Absent2026.06 | 91.09 | — | — | — | — | — | — | — | — | — | — | — | 86.4 | 83.2 | |
| Findon et al.2026.05 | 91 | — | — | — | — | — | — | — | — | — | — | — | 84 | 77 | |
| OursFLAIR=Present, T1=Present, T1c=Absent, T2=Present2026.06 | 91 | — | — | — | — | — | — | — | — | — | — | — | 75.98 | 50.8 | |
| DC-SegFLAIR=Present, T1=Present, T1c=Present, T2=Present2026.06 | 90.95 | — | — | — | — | — | — | — | — | — | — | — | 86.46 | 81.52 | |
| DC-SegFLAIR=Present, T1=Present, T1c=Absent, T2=Present2026.06 | 90.77 | — | — | — | — | — | — | — | — | — | — | — | 75.53 | 52.05 | |
| RFNetFLAIR=Present, T1=Present, T1c=Present, T2=Absent2026.06 | 90.69 | — | — | — | — | — | — | — | — | — | — | — | 85.07 | 76.81 | |
| RFNetFLAIR=Present, T1=Absent, T1c=Present, T2=Present2026.06 | 90.68 | — | — | — | — | — | — | — | — | — | — | — | 84.97 | 77.12 | |
| DC-SegFLAIR=Present, T1=Present, T1c=Present, T2=Absent2026.06 | 90.65 | — | — | — | — | — | — | — | — | — | — | — | 86.29 | 81.41 | |
| DC-SegFLAIR=Present, T1=Absent, T1c=Present, T2=Present2026.06 | 90.62 | — | — | — | — | — | — | — | — | — | — | — | 86.21 | 79.42 | |
| RFNetFLAIR=Present, T1=Present, T1c=Absent, T2=Present2026.06 | 90.6 | — | — | — | — | — | — | — | — | — | — | — | 75.19 | 49.92 | |
| mmFormerFLAIR=Present, T1=Present, T1c=Present, T2=Present2026.06 | 90.54 | — | — | — | — | — | — | — | — | — | — | — | 84.61 | 79.92 | |
| M3AEFLAIR=Present, T1=Absent, T1c=Present, T2=Present2026.06 | 90.5 | — | — | — | — | — | — | — | — | — | — | — | 85.8 | 77.4 | |
| mmFormerFLAIR=Present, T1=Absent, T1c=Present, T2=Present2026.06 | 90.49 | — | — | — | — | — | — | — | — | — | — | — | 83.94 | 78.73 | |
| OursFLAIR=Present, T1=Absent, T1c=Present, T2=Absent2026.06 | 90.44 | — | — | — | — | — | — | — | — | — | — | — | 86.44 | 82.25 | |
| OursFLAIR=Present, T1=Absent, T1c=Absent, T2=Present2026.06 | 90.42 | — | — | — | — | — | — | — | — | — | — | — | 76.34 | 50.82 | |
| M3AEFLAIR=Present, T1=Present, T1c=Present, T2=Present2026.06 | 90.4 | — | — | — | — | — | — | — | — | — | — | — | 86.2 | 77.5 | |
| DC-SegFLAIR=Present, T1=Absent, T1c=Absent, T2=Present2026.06 | 90.32 | — | — | — | — | — | — | — | — | — | — | — | 75.11 | 51.32 | |
| OursFLAIR=Present, T1=Present, T1c=Absent, T2=Absent2026.06 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | 74.71 | 46.81 | |
| M3AEFLAIR=Present, T1=Present, T1c=Absent, T2=Present2026.06 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | 74.4 | 48.2 | |
| M3AEFLAIR=Present, T1=Absent, T1c=Absent, T2=Present2026.06 | 90.1 | — | — | — | — | — | — | — | — | — | — | — | 74.3 | 47.1 | |
| DC-SegFLAIR=Present, T1=Present, T1c=Absent, T2=Absent2026.06 | 90.01 | — | — | — | — | — | — | — | — | — | — | — | 74.5 | 46.9 | |
| DC-SegFLAIR=Present, T1=Absent, T1c=Present, T2=Absent2026.06 | 89.99 | — | — | — | — | — | — | — | — | — | — | — | 85.9 | 80.28 | |
| RFNetFLAIR=Present, T1=Absent, T1c=Present, T2=Absent2026.06 | 89.89 | — | — | — | — | — | — | — | — | — | — | — | 84.65 | 76.67 | |
| RFNetFLAIR=Present, T1=Absent, T1c=Absent, T2=Present2026.06 | 89.87 | — | — | — | — | — | — | — | — | — | — | — | 74.14 | 49.32 | |
| mmFormerFLAIR=Present, T1=Present, T1c=Absent, T2=Present2026.06 | 89.83 | — | — | — | — | — | — | — | — | — | — | — | 72.42 | 50.08 | |
| mmFormerFLAIR=Present, T1=Present, T1c=Present, T2=Absent2026.06 | 89.79 | — | — | — | — | — | — | — | — | — | — | — | 84.44 | 80.65 | |
| RFNetFLAIR=Present, T1=Present, T1c=Absent, T2=Absent2026.06 | 89.73 | — | — | — | — | — | — | — | — | — | — | — | 73.07 | 40.98 | |
| M3AEFLAIR=Present, T1=Present, T1c=Absent, T2=Absent2026.06 | 89.6 | — | — | — | — | — | — | — | — | — | — | — | 72.8 | 43.7 | |
| M3AEFLAIR=Present, T1=Present, T1c=Present, T2=Absent2026.06 | 89.6 | — | — | — | — | — | — | — | — | — | — | — | 85.6 | 76.3 | |
| M3AEFLAIR=Present, T1=Absent, T1c=Present, T2=Absent2026.06 | 89.5 | — | — | — | — | — | — | — | — | — | — | — | 85.5 | 75.9 | |
| mmFormerFLAIR=Present, T1=Absent, T1c=Absent, T2=Present2026.06 | 89.49 | — | — | — | — | — | — | — | — | — | — | — | 70.34 | 49.06 | |
| mmFormerFLAIR=Present, T1=Absent, T1c=Present, T2=Absent2026.06 | 89.31 | — | — | — | — | — | — | — | — | — | — | — | 83.79 | 79.44 | |
| OursFLAIR=Absent, T1=Present, T1c=Present, T2=Present2026.06 | 89.14 | — | — | — | — | — | — | — | — | — | — | — | 86.96 | 83.55 | |
| Sundaresan et al.2026.05 | 89 | — | — | — | — | — | — | — | — | — | — | — | 85 | 83 | |
| mmFormerFLAIR=Present, T1=Present, T1c=Absent, T2=Absent2026.06 | 88.76 | — | — | — | — | — | — | — | — | — | — | — | 71.76 | 42.98 | |
| DC-SegFLAIR=Absent, T1=Present, T1c=Present, T2=Present2026.06 | 88.73 | — | — | — | — | — | — | — | — | — | — | — | 86.49 | 81.66 | |
| OursFLAIR=Absent, T1=Present, T1c=Absent, T2=Present2026.06 | 88.67 | — | — | — | — | — | — | — | — | — | — | — | 73.53 | 48.86 | |
| OursFLAIR=Absent, T1=Absent, T1c=Present, T2=Present2026.06 | 88.43 | — | — | — | — | — | — | — | — | — | — | — | 86.89 | 83.31 | |
| RFNetFLAIR=Absent, T1=Present, T1c=Present, T2=Present2026.06 | 88.25 | — | — | — | — | — | — | — | — | — | — | — | 83.47 | 76.99 | |
| DC-SegFLAIR=Absent, T1=Absent, T1c=Present, T2=Present2026.06 | 88.17 | — | — | — | — | — | — | — | — | — | — | — | 86.34 | 80.43 | |
| DC-SegFLAIR=Absent, T1=Present, T1c=Absent, T2=Present2026.06 | 88.09 | — | — | — | — | — | — | — | — | — | — | — | 73.09 | 50.19 | |
| OursAggregation=Average2026.06 | 88.07 | — | — | — | — | — | — | — | — | — | — | — | 80.22 | 66.02 | |
| M3AEFLAIR=Present, T1=Absent, T1c=Absent, T2=Absent2026.06 | 88 | — | — | — | — | — | — | — | — | — | — | — | 68.7 | 40.2 | |
| OursFLAIR=Present, T1=Absent, T1c=Absent, T2=Absent2026.06 | 87.85 | — | — | — | — | — | — | — | — | — | — | — | 72.07 | 40.56 | |
| DC-SegFLAIR=Present, T1=Absent, T1c=Absent, T2=Absent2026.06 | 87.8 | — | — | — | — | — | — | — | — | — | — | — | 71.27 | 41.66 | |
| RFNetFLAIR=Absent, T1=Absent, T1c=Present, T2=Present2026.06 | 87.74 | — | — | — | — | — | — | — | — | — | — | — | 83.45 | 75.93 | |
| RFNetFLAIR=Absent, T1=Present, T1c=Absent, T2=Present2026.06 | 87.73 | — | — | — | — | — | — | — | — | — | — | — | 73.13 | 45.65 | |
| mmFormerFLAIR=Absent, T1=Present, T1c=Present, T2=Present2026.06 | 87.64 | — | — | — | — | — | — | — | — | — | — | — | 83.66 | 77.34 | |
| DC-SegAggregation=Average2026.06 | 87.54 | — | — | — | — | — | — | — | — | — | — | — | 79.63 | 65 | |
| mmFormerFLAIR=Absent, T1=Absent, T1c=Present, T2=Present2026.06 | 87.52 | — | — | — | — | — | — | — | — | — | — | — | 82.69 | 77.2 | |
| M3AEFLAIR=Absent, T1=Present, T1c=Present, T2=Present2026.06 | 87.4 | — | — | — | — | — | — | — | — | — | — | — | 85.8 | 78 | |
| RFNetFLAIR=Present, T1=Absent, T1c=Absent, T2=Absent2026.06 | 87.32 | — | — | — | — | — | — | — | — | — | — | — | 69.19 | 38.15 | |
| M3AEFLAIR=Absent, T1=Present, T1c=Absent, T2=Present2026.06 | 87.3 | — | — | — | — | — | — | — | — | — | — | — | 72.9 | 48.7 | |
| OursFLAIR=Absent, T1=Absent, T1c=Absent, T2=Present2026.06 | 87.24 | — | — | — | — | — | — | — | — | — | — | — | 73.23 | 49.55 | |
| M3AEFLAIR=Absent, T1=Absent, T1c=Present, T2=Present2026.06 | 87.1 | — | — | — | — | — | — | — | — | — | — | — | 85.6 | 76 | |
| Aboelenein et al.2026.05 | 87 | — | — | — | — | — | — | — | — | — | — | — | 84 | 80 | |
| RFNetAggregation=Average2026.06 | 86.98 | — | — | — | — | — | — | — | — | — | — | — | 78.23 | 61.47 | |
| mmFormerFLAIR=Absent, T1=Present, T1c=Absent, T2=Present2026.06 | 86.94 | — | — | — | — | — | — | — | — | — | — | — | 67.76 | 49.12 | |
| M3AEAggregation=Average2026.06 | 86.9 | — | — | — | — | — | — | — | — | — | — | — | 79.1 | 61.7 | |
| DC-SegFLAIR=Absent, T1=Absent, T1c=Absent, T2=Present2026.06 | 86.72 | — | — | — | — | — | — | — | — | — | — | — | 70.88 | 47.76 | |
| mmFormerFLAIR=Present, T1=Absent, T1c=Absent, T2=Absent2026.06 | 86.54 | — | — | — | — | — | — | — | — | — | — | — | 64.6 | 36.68 | |
| mmFormerAggregation=Average2026.06 | 86.49 | — | — | — | — | — | — | — | — | — | — | — | 76.06 | 63.19 | |
| M3AEFLAIR=Absent, T1=Absent, T1c=Absent, T2=Present2026.06 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | 71.8 | 47.1 | |
| RFNetFLAIR=Absent, T1=Absent, T1c=Absent, T2=Present2026.06 | 86.05 | — | — | — | — | — | — | — | — | — | — | — | 71.02 | 46.29 | |
| mmFormerFLAIR=Absent, T1=Absent, T1c=Absent, T2=Present2026.06 | 85.51 | — | — | — | — | — | — | — | — | — | — | — | 63.36 | 49.09 | |
| Ballestar et al.2026.05 | 85 | — | — | — | — | — | — | — | — | — | — | — | 85 | 77 | |
| OursFLAIR=Absent, T1=Present, T1c=Present, T2=Absent2026.06 | 83.41 | — | — | — | — | — | — | — | — | — | — | — | 87.02 | 83.11 | |
| DC-SegFLAIR=Absent, T1=Present, T1c=Present, T2=Absent2026.06 | 82.22 | — | — | — | — | — | — | — | — | — | — | — | 85.18 | 79.25 | |
| RFNetFLAIR=Absent, T1=Present, T1c=Present, T2=Absent2026.06 | 81.12 | — | — | — | — | — | — | — | — | — | — | — | 83.4 | 78.01 | |
| mmFormerFLAIR=Absent, T1=Present, T1c=Present, T2=Absent2026.06 | 80.7 | — | — | — | — | — | — | — | — | — | — | — | 82.81 | 81.71 | |
| OursFLAIR=Absent, T1=Present, T1c=Absent, T2=Absent2026.06 | 80.19 | — | — | — | — | — | — | — | — | — | — | — | 64.88 | 41.63 | |
| OursFLAIR=Absent, T1=Absent, T1c=Present, T2=Absent2026.06 | 80.11 | — | — | — | — | — | — | — | — | — | — | — | 86.15 | 81.93 | |
| M3AEFLAIR=Absent, T1=Present, T1c=Present, T2=Absent2026.06 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | 83.8 | 75.3 | |
| DC-SegFLAIR=Absent, T1=Absent, T1c=Present, T2=Absent2026.06 | 79.54 | — | — | — | — | — | — | — | — | — | — | — | 84.62 | 78.9 | |
| M3AEFLAIR=Absent, T1=Present, T1c=Absent, T2=Absent2026.06 | 79 | — | — | — | — | — | — | — | — | — | — | — | 69.4 | 40.4 | |
| M3AEFLAIR=Absent, T1=Absent, T1c=Present, T2=Absent2026.06 | 78.9 | — | — | — | — | — | — | — | — | — | — | — | 83.6 | 73.6 | |
| DC-SegFLAIR=Absent, T1=Present, T1c=Absent, T2=Absent2026.06 | 78.47 | — | — | — | — | — | — | — | — | — | — | — | 66.63 | 42.19 | |
| mmFormerFLAIR=Absent, T1=Absent, T1c=Present, T2=Absent2026.06 | 78.04 | — | — | — | — | — | — | — | — | — | — | — | 81.51 | 78.3 | |
| RFNetFLAIR=Absent, T1=Present, T1c=Absent, T2=Absent2026.06 | 77.16 | — | — | — | — | — | — | — | — | — | — | — | 66.02 | 37.3 | |
| RFNetFLAIR=Absent, T1=Absent, T1c=Present, T2=Absent2026.06 | 76.77 | — | — | — | — | — | — | — | — | — | — | — | 81.51 | 74.85 | |
| mmFormerFLAIR=Absent, T1=Present, T1c=Absent, T2=Absent2026.06 | 76.24 | — | — | — | — | — | — | — | — | — | — | — | 63.23 | 37.62 | |
| ADELELabel-noise setting=S_R2025.09 | — | — | — | — | — | — | — | — | — | — | — | 67.6 | — | — | |
| ADELELabel-noise setting=S_E2025.09 | — | — | — | — | — | — | — | — | — | — | — | 80.82 | — | — | |
| ADELELabel-noise setting=S_DE2025.09 | — | — | — | — | — | — | — | — | — | — | — | 71.24 | — | — | |
| CDRLabel-noise setting=S_R2025.09 | — | — | — | — | — | — | — | — | — | — | — | 70 | — | — | |
| CDRLabel-noise setting=S_E2025.09 | — | — | — | — | — | — | — | — | — | — | — | 79.04 | — | — | |
| CDRLabel-noise setting=S_DE2025.09 | — | — | — | — | — | — | — | — | — | — | — | 73.06 | — | — | |
| CE LossLabel-noise setting=S_R2025.09 | — | — | — | — | — | — | — | — | — | — | — | 69.16 | — | — | |
| CE LossLabel-noise setting=S_E2025.09 | — | — | — | — | — | — | — | — | — | — | — | 75.61 | — | — | |
| CE LossLabel-noise setting=S_DE2025.09 | — | — | — | — | — | — | — | — | — | — | — | 67.9 | — | — | |
| Co-TeachingLabel-noise setting=S_R2025.09 | — | — | — | — | — | — | — | — | — | — | — | 76.94 | — | — | |
| Co-TeachingLabel-noise setting=S_E2025.09 | — | — | — | — | — | — | — | — | — | — | — | 79.4 | — | — | |
| Co-TeachingLabel-noise setting=S_DE2025.09 | — | — | — | — | — | — | — | — | — | — | — | 80.81 | — | — | |
| CreamFL2026.03 | — | 85.43 | 49.76 | 54.99 | 60.19 | 78.9 | 56.7 | 85.33 | 65.42 | 67.09 | 87.69 | — | — | — | |
| FedAvg2026.03 | — | 71.34 | 40.86 | 60.68 | 55.4 | 66.6 | 57.01 | 83.35 | 60.01 | 61.91 | 87.61 | — | — | — |