Vertical Spread classification on Multi-center CMIL dataset
76.13Macro F1 MeanINTERACT-CMIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| INTERACT-CMILInter-Dependence Loss=true, Temperature Scaling=true, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 76.13 | 75.65 | 2.16 | |
| INTERACT-CMIL (w/o dep.)Inter-Dependence Loss=false, Temperature Scaling=true, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 75.42 | 75.59 | 1.83 | |
| INTERACT-CMIL (w/o dep., temp.)Inter-Dependence Loss=false, Temperature Scaling=false, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 71.03 | 71.13 | 1.78 | |
| INTERACT-CMIL (w/o dep., temp., sel.)Inter-Dependence Loss=false, Temperature Scaling=false, Selective Multi-Head Supervision=false, 5-fold cross-validation=true2025.12 | 66.02 | 65.82 | 1.56 | |
| BaseCHIEF5-fold cross-validation=true2025.12 | 60.91 | 61.62 | 2.42 | |
| BaseCNN5-fold cross-validation=true2025.12 | 29.02 | 28.74 | 1.44 |