3D Brain Lesion Segmentation on S2 Sequence MSSEG, BRATS-Decathlon, ISLES, WMH, ATLAS
80.8AVG ScoreIndividualTrain
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IndividualTrainMode=Task-specific IndividualTrain2026.04 | 80.8 | — | 100 | 85.78 | 90.35 | 86.35 | 92.81 | 71.28 | 70.81 | 72.49 | 70.5 | 80.91 | 87.98 | 76.77 | 83.62 | |
| JointTrainMode=Offline JointTrain2026.04 | 80.2 | — | 99.33 | 84.78 | 90.18 | 87.02 | 92.67 | 70.31 | 70.62 | 73.63 | 70.18 | 79.82 | 86.01 | 75.23 | 81.98 | |
| CoRE2026.04 | 79.9 | — | 98.96 | 85.64 | 90.11 | 86.89 | 92.87 | 68.15 | 70.83 | 70.41 | 66.37 | 79.86 | 87.54 | 76.51 | 83.66 | |
| Moe-adapters++2026.04 | 77.44 | — | 96.34 | 81.52 | 87.57 | 84.52 | 90.98 | 64.19 | 68.42 | 65.25 | 63.66 | 80.78 | 84.9 | 74.01 | 83.43 | |
| SEMA2026.04 | 77.42 | — | 96.35 | 82.86 | 87.56 | 84.38 | 90.18 | 65.02 | 65.39 | 68.34 | 61.97 | 79.93 | 85.71 | 74.53 | 83.17 | |
| Low-Rank MoE2026.04 | 75.51 | — | 94.27 | 78.23 | 86.37 | 81.22 | 90.1 | 62.23 | 65.19 | 66.78 | 58.23 | 78.22 | 84.12 | 72.26 | 83.12 | |
| CODA-P2026.04 | 73.84 | — | 92.38 | 76.79 | 86.11 | 80.48 | 90.69 | 62.7 | 62.24 | 61.91 | 46.07 | 78.36 | 83.51 | 73.39 | 83.87 | |
| DualPrompt2026.04 | 73.16 | — | 91.69 | 74.62 | 85.78 | 80.14 | 90.25 | 61.99 | 62.09 | 62.12 | 46.79 | 76.02 | 83.18 | 70.84 | 83.26 | |
| Moe-adapters2026.04 | 72.43 | — | 91.08 | 73.78 | 85.32 | 78.57 | 90.09 | 60.91 | 60.45 | 61.75 | 45.98 | 76.23 | 82.22 | 72.63 | 81.26 | |
| L2P2026.04 | 71.73 | — | 90.36 | 73.56 | 85.65 | 78.36 | 90.16 | 59.66 | 57.96 | 60.56 | 45.12 | 75.27 | 82.67 | 71.06 | 80.67 | |
| CumulativeType=Upper Bound (UB)2026.01 | 69.2 | 73.04 | 0.05 | — | — | — | — | — | — | — | — | — | — | — | — | |
| JointType=Upper Bound (UB)2026.01 | 67.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLMU-Netbeta=10, Components=ILI+DCTG, Category=Buffer-based CL2026.01 | 55.3 | 67.66 | -8.63 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLMU-Netbeta=10, Components=ILI, Category=Buffer-based CL2026.01 | 54.53 | 66.21 | -9.47 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLMU-Netbeta=10, Components=DCTG, Category=Buffer-based CL2026.01 | 54.22 | 65.67 | -7.59 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ERbeta=10, Category=Buffer-based CL2026.01 | 50.11 | 58.65 | -24.12 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Finetune2026.04 | 42.76 | — | 58.5 | 26.59 | 73.11 | 38.86 | 86.46 | 3.57 | 8.27 | 23.67 | 0.19 | 70.9 | 80.99 | 16.92 | 83.6 | |
| GEMbeta=10, Category=Buffer-based CL2026.01 | 36.24 | 48.69 | -34.48 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MASCategory=Buffer-free CL2026.01 | 34.91 | 47.99 | -6.53 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BrainCLCategory=Buffer-free CL2026.01 | 32.93 | 51.11 | -27.28 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GDumbbeta=10, Category=Buffer-based CL2026.01 | 31.57 | 41.85 | -11 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EWCCategory=Buffer-free CL2026.01 | 26.78 | 39.84 | -52.89 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TEDCategory=Buffer-free CL2026.01 | 25.76 | 37.63 | -52.26 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MiBCategory=Buffer-free CL2026.01 | 24.39 | 38.35 | -53.03 | — | — | — | — | — | — | — | — | — | — | — | — | |
| NaiveType=Lower Bound (LB)2026.01 | 23.43 | 37.36 | -54.16 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RCLPbeta=10, Category=Buffer-based CL2026.01 | 19.72 | 46.19 | -38.63 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIRbeta=10, Category=Buffer-based CL2026.01 | 19.68 | 35.17 | -55.25 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LwFCategory=Buffer-free CL2026.01 | 18.16 | 36.05 | -57.54 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FromScratchTrainingType=Lower Bound (LB)2026.01 | 14.07 | 26.42 | -24.04 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SICategory=Buffer-free CL2026.01 | 13.32 | 36.83 | -52.69 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LFLCategory=Buffer-free CL2026.01 | 11.16 | 31.08 | -60.39 | — | — | — | — | — | — | — | — | — | — | — | — |