Enhancing Tumor Segmentation on Pretreat-MetsToBrain-Masks
68.48Mean DiceAdaMM (Ours)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AdaMM (Ours)Input Modalities=Flair+T1+T1c+T22025.09 | 68.48 | 15.84 | — | 53.5 | |
| SRMNetInput Modalities=Flair+T1+T1c+T22025.09 | 66.44 | 19.93 | — | 48.44 | |
| mmFormer w/ oursModality setting=Full2026.01 | 65.8 | — | — | — | |
| SwinUNETR w/ oursModality setting=Full2026.01 | 65.51 | — | — | — | |
| M2FTransModality Combination=Average2025.09 | 61.98 | 4.41 | — | — | |
| RFNetModality Combination=Average2025.09 | 61.8 | 4.81 | — | — | |
| SwinUNETRModality setting=Full2026.01 | 61.71 | — | — | — | |
| mmFormerModality Combination=Average2025.09 | 61.57 | 4.55 | — | — | |
| ShaSpecInput Modalities=Flair+T1+T1c+T22025.09 | 60.9 | 19.84 | — | 43.24 | |
| mmFormerModality setting=Full2026.01 | 60.34 | — | — | — | |
| AdaMM (Ours)Modality Combination=Average2025.09 | 59.72 | 14.72 | — | — | |
| MriSegInput Modalities=Flair+T1+T1c+T22025.09 | 59.05 | 22.02 | — | 37 | |
| MriSegModality Combination=Average2025.09 | 58.92 | 4.61 | — | — | |
| AdaMM w/o BBDMModality Combination=Average2025.09 | 57.51 | 13.75 | — | — | |
| AdaMM w/o LGRMModality Combination=Average2025.09 | 57.33 | 14.04 | — | — | |
| SwinUNETR w/ oursModality setting=MN=12026.01 | 56.6 | 15.95 | — | — | |
| SwinUNETRModality setting=MN=12026.01 | 54.24 | 15.91 | — | — | |
| AdaMM w/o GARMModality Combination=Average2025.09 | 53.82 | 16.28 | — | — | |
| SMUNetModality Combination=Average2025.09 | 52.83 | 14.4 | — | — | |
| SRMNetModality Combination=Average2025.09 | 52.24 | 17.66 | — | — | |
| mmFormer w/ oursModality setting=MN=12026.01 | 51.84 | 13.08 | — | — | |
| ACNModality Combination=Average2025.09 | 51.1 | 16.15 | — | — | |
| RA-HVEDModality Combination=Average2025.09 | 48.94 | 20.17 | — | — | |
| SwinUNETR w/ oursModality setting=MN=22026.01 | 47.68 | 18.66 | — | — | |
| mmFormerModality setting=MN=12026.01 | 47.62 | 12.3 | — | — | |
| SwinUNETR w/ oursModality setting=All Settings2026.01 | 47.31 | 19.23 | — | — | |
| ShaSpecModality Combination=Average2025.09 | 46.98 | 20.23 | — | — | |
| SwinUNETRModality setting=MN=22026.01 | 45.39 | 18.32 | — | — | |
| SwinUNETRModality setting=All Settings2026.01 | 45.16 | 18.66 | — | — | |
| LCKDInput Modalities=Flair+T1+T1c+T22025.09 | 43.87 | 7.65 | — | 35.24 | |
| MSTKDNetModality Combination=Average2025.09 | 41.61 | 13.05 | — | — | |
| MMCformerModality Combination=Average2025.09 | 40.41 | 14.33 | — | — | |
| LCKDModality Combination=Average2025.09 | 39.44 | 6.75 | — | — | |
| mmFormer w/ oursModality setting=All Settings2026.01 | 38.46 | 16.93 | — | — | |
| mmFormer w/ oursModality setting=MN=22026.01 | 37.6 | 12.09 | — | — | |
| XLSTM-HVEDModality Combination=Average2025.09 | 37.02 | 12.75 | — | — | |
| mmFormerModality setting=All Settings2026.01 | 35.83 | 16.31 | — | — | |
| RMBTSModality Combination=Average2025.09 | 35.01 | 20.8 | — | — | |
| mmFormerModality setting=MN=22026.01 | 34.95 | 12.15 | — | — | |
| SwinUNETR w/ oursModality setting=MN=32026.01 | 32.91 | 16.99 | — | — | |
| Hyper-GAEModality Combination=Average2025.09 | 32.43 | 22.51 | — | — | |
| SwinUNETRModality setting=MN=32026.01 | 31.6 | 16.15 | — | — | |
| MouseGAN++Modality Combination=Average2025.09 | 31.06 | 23.94 | — | — | |
| mmFormer w/ oursModality setting=MN=32026.01 | 19.51 | 9.72 | — | — | |
| mmFormerModality setting=MN=32026.01 | 19.22 | 12.72 | — | — |