Enhancing Tumor (ET) Segmentation on BraTS 2024
63.54Average Performance ScoreAdaMM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AdaMMInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 63.54 | 79.32 | 16.36 | — | |
| AdaMM w/o BBDMInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 60.72 | 78.64 | 17.23 | — | |
| AdaMM w/o GARMInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 60.29 | 78.21 | 18.14 | — | |
| AdaMM w/o LGRMInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 57.52 | 76.49 | 17.85 | — | |
| AdaMM (Ours)Modality Combination=Full (Flair+T1+T1c+T2)2025.09 | 55.6 | — | 16.62 | 72.01 | |
| MSTKDNetInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 52.94 | 71.16 | 16.88 | — | |
| AdaMM w/o BBDMModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 52.82 | — | 17.23 | 71.01 | |
| SMUNetInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 52.44 | 71.09 | 17.29 | — | |
| AdaMM w/o GARMModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 52.41 | — | 18.13 | 70.41 | |
| ShaSpecInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 48.78 | 68.46 | 13.11 | — | |
| AdaMM w/o LGRMModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 48.76 | — | 19.29 | 69.44 | |
| MouseGAN++Input Modalities=All (Flair, T1, T1c, T2)2025.09 | 48.12 | 62.04 | 15 | — | |
| RFNetInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 47.1 | 65.8 | 17.71 | — | |
| ACNInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 46.86 | 68.18 | 20.52 | — | |
| MSTKDNetModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 44.66 | — | 17.25 | 63.51 | |
| RMBTSInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 44.56 | 63.8 | 15.22 | — | |
| MMCformerInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 44.55 | 64.96 | 17.52 | — | |
| Hyper-GAEInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 44.07 | 62.95 | 17.57 | — | |
| M2FTransInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 43.21 | 63.51 | 17.34 | — | |
| ShaSpecModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 41.87 | — | 9.81 | 57.42 | |
| SMUNetModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 41.86 | — | 19.57 | 62.87 | |
| MriSegInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 41.62 | 65.55 | 19.49 | — | |
| RMBTSModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 40.95 | — | 12.64 | 58.56 | |
| Hyper-GAEModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 40.91 | — | 11.45 | 56.78 | |
| MouseGAN++Modality Combination=Full (Flair+T1+T1c+T2)2025.09 | 39.22 | — | 12.02 | 51.25 | |
| mmFormerInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 38.41 | 57.53 | 14.71 | — | |
| ACNModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 38.13 | — | 19.74 | 58.99 | |
| RA-HVEDInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 37.79 | 61.86 | 22.04 | — | |
| M2FTransModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 36.14 | — | 15.45 | 54.76 | |
| LCKDInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 35.8 | 42.12 | 5.58 | — | |
| MMCformerModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 35.19 | — | 16.8 | 55.02 | |
| MriSegModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 33.89 | — | 18.55 | 57.33 | |
| SRMNetInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 33.79 | 54.59 | 18.75 | — | |
| XLSTM-HVEDInput Modalities=All (Flair, T1, T1c, T2)2025.09 | 33.26 | 54.38 | 18.15 | — | |
| SRMNetModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 32.37 | — | 12.96 | 43.84 | |
| mmFormerModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 30.98 | — | 12.92 | 48.42 | |
| RFNetModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 30.38 | — | 15.38 | 45.65 | |
| LCKDModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 27.95 | — | 5.47 | 34.2 | |
| RA-HVEDModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 23.44 | — | 14.44 | 39.14 | |
| XLSTM-HVEDModality Combination=Full (Flair+T1+T1c+T2)2025.09 | 23.15 | — | 17.28 | 41.81 |