Tumor Segmentation on TCGA-BRCA (target)
0.7008DSCSupervised (S + T)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Supervised (S + T)Supervision=Source and target combined (Upper Bound)2025.06 | 0.7008 | 15.4179 | 11.6789 | |
| MuViAdaptation Protocol=Test-Time Adaptation2025.06 | 0.6811 | 15.9166 | 11.4565 | |
| MuViAblation Component=w/o consistency2025.06 | 0.6745 | 17.1451 | 12.8935 | |
| Supervised (T)Supervision=Target only (Upper Bound)2025.06 | 0.6648 | 22.4165 | 16.169 | |
| MEMOAdaptation Protocol=Test-Time Adaptation2025.06 | 0.6435 | 17.787 | 13.2727 | |
| BNAdaptAdaptation Protocol=Test-Time Adaptation2025.06 | 0.6418 | 17.9102 | 13.3762 | |
| MuViAblation Component=w/o entropy-weighted labels2025.06 | 0.6341 | 22.7417 | 17.9036 | |
| 3D UNet (IP)Patch Type=Isotropic patches, Model=3D UNet2025.06 | 0.6254 | 16.6877 | 12.5212 | |
| InTentAdaptation Protocol=Test-Time Adaptation2025.06 | 0.6228 | 18.8721 | 14.3614 | |
| 3D UNet (AP)Patch Type=Anisotropic patches, Model=3D UNet2025.06 | 0.5925 | 16.2708 | 14.4209 | |
| PTNAdaptation Protocol=Test-Time Adaptation2025.06 | 0.5187 | 35.2485 | 26.5875 | |
| TentAdaptation Protocol=Test-Time Adaptation2025.06 | 0.5187 | 35.2492 | 26.5879 | |
| MuViAblation Component=w/o source BN statistics2025.06 | 0.3813 | 57.1691 | 52.2985 |