Atypia classification on Multi-center CMIL dataset
70.32Macro 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 | 70.32 | 70.34 | 3.23 | |
| INTERACT-CMIL (w/o dep.)Inter-Dependence Loss=false, Temperature Scaling=true, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 68.69 | 67.16 | 3.47 | |
| INTERACT-CMIL (w/o dep., temp.)Inter-Dependence Loss=false, Temperature Scaling=false, Selective Multi-Head Supervision=true, 5-fold cross-validation=true2025.12 | 64.61 | 65.16 | 2.72 | |
| 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 | 63.28 | 64.11 | 1.42 | |
| BaseCHIEF5-fold cross-validation=true2025.12 | 62.53 | 62.2 | 2.28 | |
| BaseCNN5-fold cross-validation=true2025.12 | 36.87 | 36.82 | 4.31 |