WHO5 classification on Multi-center CMIL dataset
87.66Macro 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 | 87.66 | 87.29 | 0.0117 | |
| INTERACT-CMIL (w/o dep.)Inter-Dependence Loss=false, Temperature Scaling=true, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 86.13 | 86.03 | 0.0148 | |
| INTERACT-CMIL (w/o dep., temp.)Inter-Dependence Loss=false, Temperature Scaling=false, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 81.72 | 83.32 | 0.0208 | |
| 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 | 79.57 | 79.55 | 0.0142 | |
| BaseCHIEF5-fold cross-validation=true2025.12 | 70.29 | 69.88 | 0.0105 | |
| BaseCNN5-fold cross-validation=true2025.12 | 58.48 | 63 | 0.1344 |