Saliency Ranking Protocol on PANDA
27.35MSKcondASMIL + FOCI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ASMIL + FOCIBackbone=ASMIL, Backbone Category=Hard-selection, FOCI integration=true2026.05 | 27.35 | 88.3 | 81.7 | |
| TransMILBackbone=TransMIL, Backbone Category=Soft-aggregation, FOCI integration=false2026.05 | 16.5 | 93.4 | 88.1 | |
| ASMILBackbone=ASMIL, Backbone Category=Hard-selection, FOCI integration=false2026.05 | 11.2 | 89.6 | 90.3 | |
| TransMIL + FOCIBackbone=TransMIL, Backbone Category=Soft-aggregation, FOCI integration=true2026.05 | 10.62 | 92 | 90.3 | |
| MHIM-MIL + FOCIBackbone=MHIM-MIL, Backbone Category=Hard-selection, FOCI integration=true2026.05 | 6.25 | 92 | 92.7 | |
| ABMIL + FOCIBackbone=ABMIL, Backbone Category=Soft-aggregation, FOCI integration=true2026.05 | 5.37 | 94.6 | 92.7 | |
| MHIM-MILBackbone=MHIM-MIL, Backbone Category=Hard-selection, FOCI integration=false2026.05 | 5.3 | 91.6 | 93 | |
| CLAM-SBBackbone=CLAM-SB, Backbone Category=Soft-aggregation, FOCI integration=false2026.05 | 4.89 | 91.1 | 93.4 | |
| CLAM-SB + FOCIBackbone=CLAM-SB, Backbone Category=Soft-aggregation, FOCI integration=true2026.05 | 4.81 | 95 | 93.1 | |
| ACMILBackbone=ACMIL, Backbone Category=Soft-aggregation, FOCI integration=false2026.05 | 4.78 | 97.2 | 93 | |
| AttriMIL + FOCIBackbone=AttriMIL, Backbone Category=Soft-aggregation, FOCI integration=true2026.05 | 4.35 | 94.5 | 92.6 | |
| ABMILBackbone=ABMIL, Backbone Category=Soft-aggregation, FOCI integration=false2026.05 | 4.08 | 90.5 | 93.3 | |
| AttriMILBackbone=AttriMIL, Backbone Category=Soft-aggregation, FOCI integration=false2026.05 | 3.25 | 91.8 | 93.4 | |
| ACMIL + FOCIBackbone=ACMIL, Backbone Category=Soft-aggregation, FOCI integration=true2026.05 | 3.09 | 95 | 93.3 |