Tumor Core Segmentation on Pretreat-MetsToBrain-Masks
0.7665Dice (Mean)AdaMM (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaMM (Ours)Input Modalities=Flair+T1+T1c+T22025.09 | 0.7665 | 0.1424 | — | |
| SRMNetInput Modalities=Flair+T1+T1c+T22025.09 | 0.747 | 0.1856 | — | |
| AdaMM (Ours)Modality Combination=Average2025.09 | 0.7385 | 0.1151 | — | |
| SwinUNETR w/ oursModality setting=Full2026.01 | 0.7272 | — | — | |
| AdaMM w/o GARMModality Combination=Average2025.09 | 0.7205 | 0.095 | — | |
| AdaMM w/o LGRMModality Combination=Average2025.09 | 0.7074 | 0.1151 | — | |
| mmFormer w/ oursModality setting=Full2026.01 | 0.6923 | — | — | |
| ShaSpecInput Modalities=Flair+T1+T1c+T22025.09 | 0.6921 | 0.1985 | — | |
| SwinUNETRModality setting=Full2026.01 | 0.6902 | — | — | |
| AdaMM w/o BBDMModality Combination=Average2025.09 | 0.68 | 0.1307 | — | |
| MriSegInput Modalities=Flair+T1+T1c+T22025.09 | 0.6625 | 0.2082 | — | |
| SwinUNETR w/ oursModality setting=MN=12026.01 | 0.6535 | 0.1425 | — | |
| mmFormerModality setting=Full2026.01 | 0.6428 | — | — | |
| M2FTransModality Combination=Average2025.09 | 0.6399 | 0.0403 | — | |
| RFNetModality Combination=Average2025.09 | 0.6382 | 0.0436 | — | |
| mmFormerModality Combination=Average2025.09 | 0.6361 | 0.0419 | — | |
| SwinUNETRModality setting=MN=12026.01 | 0.6245 | 0.1365 | — | |
| MriSegModality Combination=Average2025.09 | 0.6059 | 0.0422 | — | |
| SRMNetModality Combination=Average2025.09 | 0.5983 | 0.1676 | — | |
| SMUNetModality Combination=Average2025.09 | 0.5788 | 0.1366 | — | |
| mmFormer w/ oursModality setting=MN=12026.01 | 0.5754 | 0.0988 | — | |
| SwinUNETR w/ oursModality setting=MN=22026.01 | 0.5744 | 0.1639 | — | |
| ACNModality Combination=Average2025.09 | 0.5679 | 0.1453 | — | |
| SwinUNETR w/ oursModality setting=All Settings2026.01 | 0.5667 | 0.1752 | — | |
| SwinUNETRModality setting=MN=22026.01 | 0.5496 | 0.1584 | — | |
| SwinUNETRModality setting=All Settings2026.01 | 0.5434 | 0.1668 | — | |
| RA-HVEDModality Combination=Average2025.09 | 0.5384 | 0.1869 | — | |
| LCKDInput Modalities=Flair+T1+T1c+T22025.09 | 0.5374 | 0.0746 | — | |
| ShaSpecModality Combination=Average2025.09 | 0.5339 | 0.2029 | — | |
| mmFormerModality setting=MN=12026.01 | 0.5222 | 0.1083 | — | |
| LCKDModality Combination=Average2025.09 | 0.458 | 0.0666 | — | |
| MSTKDNetModality Combination=Average2025.09 | 0.4573 | 0.1251 | — | |
| mmFormer w/ oursModality setting=All Settings2026.01 | 0.4476 | 0.1461 | — | |
| MMCformerModality Combination=Average2025.09 | 0.4427 | 0.1409 | — | |
| mmFormer w/ oursModality setting=MN=22026.01 | 0.4386 | 0.1001 | — | |
| SwinUNETR w/ oursModality setting=MN=32026.01 | 0.4284 | 0.1572 | — | |
| SwinUNETRModality setting=MN=32026.01 | 0.4163 | 0.1507 | — | |
| RMBTSModality Combination=Average2025.09 | 0.4116 | 0.2066 | — | |
| mmFormerModality setting=All Settings2026.01 | 0.4046 | 0.1487 | — | |
| mmFormerModality setting=MN=22026.01 | 0.3926 | 0.1049 | — | |
| XLSTM-HVEDModality Combination=Average2025.09 | 0.3913 | 0.1061 | — | |
| Hyper-GAEModality Combination=Average2025.09 | 0.37 | 0.1933 | — | |
| MouseGAN++Modality Combination=Average2025.09 | 0.3255 | 0.2054 | — | |
| mmFormer w/ oursModality setting=MN=32026.01 | 0.2721 | 0.0578 | — | |
| mmFormerModality setting=MN=32026.01 | 0.2453 | 0.1045 | — |