Horizontal Spread classification on Multi-center CMIL dataset
70.66Macro 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 | 70.66 | 70.28 | 0.0268 | |
| INTERACT-CMIL (w/o dep.)Inter-Dependence Loss=false, Temperature Scaling=true, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 70.45 | 70.76 | 0.0207 | |
| INTERACT-CMIL (w/o dep., temp.)Inter-Dependence Loss=false, Temperature Scaling=false, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 68.79 | 68.81 | 0.0238 | |
| 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 | 66.72 | 65.96 | 0.038 | |
| BaseCHIEF5-fold cross-validation=true2025.12 | 61.34 | 61.05 | 0.0273 | |
| BaseCNN5-fold cross-validation=true2025.12 | 34.34 | 33.78 | 0.0368 |