Saliency-based Regional Pooling on BRCA
15.83MSKcondASMIL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ASMILBackbone Aggregation Type=Hard-selection, FOCI Integrated=No2026.05 | 15.83 | 80.7 | 0.796 | |
| MHIM-MIL + FOCIBackbone Aggregation Type=Hard-selection, FOCI Integrated=Yes2026.05 | 14.94 | 57.8 | 0.795 | |
| ASMIL + FOCIBackbone Aggregation Type=Hard-selection, FOCI Integrated=Yes2026.05 | 12.81 | 80.3 | 0.814 | |
| MHIM-MILBackbone Aggregation Type=Hard-selection, FOCI Integrated=No2026.05 | 12.2 | 60.4 | 0.797 | |
| AttriMIL + FOCIBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=Yes2026.05 | 6.79 | 82.5 | 0.849 | |
| TransMILBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=No2026.05 | 5.65 | 84.5 | 0.84 | |
| CLAM-SB + FOCIBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=Yes2026.05 | 4.16 | 90.1 | 0.873 | |
| TransMIL + FOCIBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=Yes2026.05 | 3.86 | 85.7 | 0.856 | |
| AttriMILBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=No2026.05 | 3.52 | 85.7 | 0.857 | |
| ACMILBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=No2026.05 | 3.39 | 90.3 | 0.867 | |
| ABMIL + FOCIBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=Yes2026.05 | 3.21 | 86.1 | 0.859 | |
| ACMIL + FOCIBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=Yes2026.05 | 2.25 | 90 | 0.88 | |
| CLAM-SBBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=No2026.05 | 1.17 | 87.1 | 0.871 | |
| ABMILBackbone Aggregation Type=Soft-aggregation, FOCI Integrated=No2026.05 | 1.1 | 85.4 | 0.862 |