HIV suspicion identification on HIV suspicion identification dataset
83.9F2 Score (Binary)MC Dropout
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MC DropoutArchitecture=MD-SN MIL, Safety Constraint (alpha)=0.012026.05 | 83.9 | 97.3 | 4.4 | 3.1 | 70.2 | 30.6 | 1.1 | 60.2 | |
| MC DropoutArchitecture=Standard MIL, Safety Constraint (alpha)=0.012026.05 | 83.5 | 97.5 | 3.3 | 1.1 | 68.8 | 34.2 | 0.7 | 57.9 | |
| CV EnsembleArchitecture=Standard MIL, Safety Constraint (alpha)=0.012026.05 | 82.3 | 97.9 | 1.8 | 0.9 | 63.5 | 29.6 | 0.7 | 54.6 | |
| CV EnsembleArchitecture=MD-SN MIL, Safety Constraint (alpha)=0.012026.05 | 82.1 | 98.2 | 2.2 | 2.1 | 67.7 | 33.2 | 0.6 | 57.6 | |
| MD-SNArchitecture=MD-SN MIL, Safety Constraint (alpha)=0.012026.05 | 81.3 | 96.6 | 2.8 | 2.6 | 70.7 | 31.9 | 1.2 | 60.1 | |
| CV EnsembleArchitecture=Enc. Baseline, Safety Constraint (alpha)=0.012026.05 | 76.9 | 97.3 | 7.7 | 3.1 | 47.8 | 50.5 | 2.6 | 37.7 |