WHO4 classification on Multi-center CMIL dataset
76.17Macro 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 | 76.17 | 76.32 | 0.0331 | |
| INTERACT-CMIL (w/o dep.)Inter-Dependence Loss=false, Temperature Scaling=true, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 73.97 | 75.36 | 0.0319 | |
| INTERACT-CMIL (w/o dep., temp.)Inter-Dependence Loss=false, Temperature Scaling=false, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 69.24 | 69.38 | 0.0257 | |
| 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 | 61.2 | 61.75 | 0.034 | |
| BaseCHIEF5-fold cross-validation=true2025.12 | 49.11 | 49.49 | 0.0107 | |
| BaseCNN5-fold cross-validation=true2025.12 | 42.93 | 45.15 | 0.0331 |