Binary Classification on Binary CIFAR10 imb. 100 (test)
45FPR @ 98% TPRALM + A-ML
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ALM + A-MLOptimization=Augmented Lagrangian Method (ALM)2021.02 | 45 | 35 | 23 | 92.8 | |
| ALM + A-FLOptimization=Augmented Lagrangian Method (ALM)2021.02 | 49 | 37 | 23 | 92.7 | |
| A-FLOptimization=Standard2021.02 | 50 | 38 | 24 | 92.3 | |
| ALM + S-MLOptimization=Augmented Lagrangian Method (ALM)2021.02 | 50 | 37 | 24 | 92.5 | |
| ALM + BCEOptimization=Augmented Lagrangian Method (ALM)2021.02 | 52 | 34 | 21 | 93.1 | |
| A-MLOptimization=Standard2021.02 | 54 | 36 | 23 | 92.4 | |
| ALM + S-FLOptimization=Augmented Lagrangian Method (ALM)2021.02 | 55 | 39 | 25 | 91.5 | |
| BCEOptimization=Standard2021.02 | 56 | 45 | 29 | 91.2 | |
| S-MLOptimization=Standard2021.02 | 59 | 40 | 26 | 91.7 | |
| S-FLOptimization=Standard2021.02 | 59 | 40 | 27 | 91.7 | |
| ALM + LDAMOptimization=Augmented Lagrangian Method (ALM)2021.02 | 60 | 42 | 31 | 91 | |
| LDAMOptimization=Standard2021.02 | 65 | 48 | 34 | 89 | |
| ALM + W-BCEOptimization=Augmented Lagrangian Method (ALM)2021.02 | 66 | 48 | 31 | 89.3 | |
| ALM + CB-BCEOptimization=Augmented Lagrangian Method (ALM)2021.02 | 67 | 51 | 36 | 88.1 | |
| W-BCEOptimization=Standard2021.02 | 69 | 52 | 37 | 87.4 | |
| MBAUCOptimization=Standard2021.02 | 86 | 71 | 56 | 74 | |
| CB-BCEOptimization=Standard2021.02 | 89 | 72 | 59 | 78 |