Whole Tumor Segmentation on Pretreat-MetsToBrain-Masks
71.82Mean DiceM2FTrans
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| M2FTransInput Modalities=Flair+T1+T1c+T22025.09 | 71.82 | 7.54 | — | |
| AdaMM (Ours)Modality Combination=Average2025.09 | 71.71 | 6.3 | — | |
| mmFormerInput Modalities=Flair+T1+T1c+T22025.09 | 71.5 | 7.42 | — | |
| mmFormer w/ oursModality setting=Full2026.01 | 71.1 | — | — | |
| SwinUNETR w/ oursModality setting=Full2026.01 | 71.03 | — | — | |
| RA-HVEDInput Modalities=Flair+T1+T1c+T22025.09 | 70.97 | 9.65 | — | |
| AdaMM (Ours)Input Modalities=Flair+T1+T1c+T22025.09 | 70.87 | 6.94 | — | |
| AdaMM w/o LGRMModality Combination=Average2025.09 | 70.36 | 7.1 | — | |
| AdaMM w/o GARMInput Modalities=Flair+T1+T1c+T22025.09 | 69.99 | 9.14 | — | |
| SwinUNETRModality setting=Full2026.01 | 68.87 | — | — | |
| AdaMM w/o GARMModality Combination=Average2025.09 | 68.72 | 3.19 | — | |
| AdaMM w/o BBDMModality Combination=Average2025.09 | 68.58 | 7.78 | — | |
| AdaMM w/o BBDMInput Modalities=Flair+T1+T1c+T22025.09 | 68.49 | 6.9 | — | |
| SRMNetInput Modalities=Flair+T1+T1c+T22025.09 | 68.26 | 8.69 | — | |
| AdaMM w/o LGRMInput Modalities=Flair+T1+T1c+T22025.09 | 67.95 | 7.29 | — | |
| MouseGAN++Modality Combination=Average2025.09 | 67.28 | 6.32 | — | |
| SwinUNETR w/ oursModality setting=MN=12026.01 | 67.16 | 4.39 | — | |
| SRMNetModality Combination=Average2025.09 | 67.15 | 9.52 | — | |
| ACNInput Modalities=Flair+T1+T1c+T22025.09 | 66.94 | 7.83 | — | |
| SMUNetInput Modalities=Flair+T1+T1c+T22025.09 | 66.92 | 7.7 | — | |
| RFNetModality Combination=Average2025.09 | 66.53 | 1.94 | — | |
| mmFormerModality setting=Full2026.01 | 66.08 | — | — | |
| M2FTransModality Combination=Average2025.09 | 65.51 | 1.95 | — | |
| mmFormerModality Combination=Average2025.09 | 65.5 | 2.04 | — | |
| Hyper-GAEModality Combination=Average2025.09 | 65.26 | 8.07 | — | |
| ShaSpecInput Modalities=Flair+T1+T1c+T22025.09 | 65.02 | 8.64 | — | |
| ShaSpecModality Combination=Average2025.09 | 64.51 | 8.27 | — | |
| SwinUNETRModality setting=MN=12026.01 | 64.29 | 4.88 | — | |
| MriSegInput Modalities=Flair+T1+T1c+T22025.09 | 64.24 | 8.58 | — | |
| RFNetInput Modalities=Flair+T1+T1c+T22025.09 | 63.85 | 5.05 | — | |
| RMBTSModality Combination=Average2025.09 | 63.01 | 9.54 | — | |
| MriSegModality Combination=Average2025.09 | 62.79 | 1.71 | — | |
| SwinUNETR w/ oursModality setting=MN=22026.01 | 62.52 | 5.85 | — | |
| SwinUNETR w/ oursModality setting=All Settings2026.01 | 61.74 | 8.42 | — | |
| SMUNetModality Combination=Average2025.09 | 61.69 | 7.77 | — | |
| RA-HVEDModality Combination=Average2025.09 | 61.06 | 10.31 | — | |
| MMCformerInput Modalities=Flair+T1+T1c+T22025.09 | 60.07 | 7.99 | — | |
| mmFormer w/ oursModality setting=MN=12026.01 | 59.69 | 9.45 | — | |
| MSTKDNetInput Modalities=Flair+T1+T1c+T22025.09 | 59.42 | 8.04 | — | |
| ACNModality Combination=Average2025.09 | 59.26 | 8.51 | — | |
| SwinUNETRModality setting=MN=22026.01 | 59.15 | 6.05 | — | |
| SwinUNETRModality setting=All Settings2026.01 | 58.58 | 8.46 | — | |
| XLSTM-HVEDInput Modalities=Flair+T1+T1c+T22025.09 | 56.92 | 9.85 | — | |
| LCKDInput Modalities=Flair+T1+T1c+T22025.09 | 55.64 | 5.31 | — | |
| RMBTSInput Modalities=Flair+T1+T1c+T22025.09 | 55.34 | 6.98 | — | |
| MSTKDNetModality Combination=Average2025.09 | 54.63 | 9.36 | — | |
| mmFormerModality setting=MN=12026.01 | 54.54 | 10.24 | — | |
| MMCformerModality Combination=Average2025.09 | 54.17 | 8.86 | — | |
| SwinUNETR w/ oursModality setting=MN=32026.01 | 52.84 | 8.27 | — | |
| Hyper-GAEInput Modalities=Flair+T1+T1c+T22025.09 | 49.51 | 9.14 | — | |
| SwinUNETRModality setting=MN=32026.01 | 49.46 | 7.4 | — | |
| LCKDModality Combination=Average2025.09 | 49.05 | 5.4 | — | |
| mmFormer w/ oursModality setting=All Settings2026.01 | 48.78 | 12.4 | — | |
| XLSTM-HVEDModality Combination=Average2025.09 | 48.49 | 12.09 | — | |
| mmFormer w/ oursModality setting=MN=22026.01 | 47.28 | 9.14 | — | |
| MouseGAN++Input Modalities=Flair+T1+T1c+T22025.09 | 45.83 | 6.94 | — | |
| mmFormerModality setting=All Settings2026.01 | 42.9 | 14.36 | — | |
| mmFormerModality setting=MN=22026.01 | 41.83 | 9.86 | — | |
| mmFormer w/ oursModality setting=MN=32026.01 | 34.43 | 3.06 | — | |
| mmFormerModality setting=MN=32026.01 | 27.06 | 9.58 | — |