Binary Imbalanced Classification on CIFAR-10 (1:100 ratio, test)
42.8FPR @ 98% TPRLDAM + RankReg
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LDAM + RankRegBase Loss=LDAM, Regularizer=RankReg2023.03 | 42.8 | 25.6 | 23.8 | 95 | |
| A-ML + ALMBase Loss=A-ML, Regularizer=ALM2023.03 | 45 | 35 | 23 | 92.8 | |
| S-ML + RankRegBase Loss=S-ML, Regularizer=RankReg2023.03 | 45.6 | 31.4 | 29.7 | 93.9 | |
| BCE + RankRegBase Loss=BCE, Regularizer=RankReg2023.03 | 47.1 | 26.2 | 20.6 | 94.3 | |
| A-ML + RankRegBase Loss=A-ML, Regularizer=RankReg2023.03 | 47.8 | 28.9 | 21.4 | 94.1 | |
| CB-BCE + RankRegBase Loss=CB-BCE, Regularizer=RankReg2023.03 | 48.8 | 29.9 | 24.6 | 93.2 | |
| A-FL + ALMBase Loss=A-FL, Regularizer=ALM2023.03 | 49 | 37 | 23 | 92.8 | |
| S-ML + ALMBase Loss=S-ML, Regularizer=ALM2023.03 | 50 | 37 | 24 | 92.5 | |
| A-FLBase Loss=A-FL2023.03 | 50 | 38 | 24 | 92.3 | |
| A-FL + RankRegBase Loss=A-FL, Regularizer=RankReg2023.03 | 50.5 | 28.7 | 20.9 | 94.3 | |
| BCE + ALMBase Loss=BCE, Regularizer=ALM2023.03 | 52 | 34 | 21 | 93.1 | |
| S-FL + RankRegBase Loss=S-FL, Regularizer=RankReg2023.03 | 53.3 | 35.4 | 20.7 | 92.8 | |
| A-MLBase Loss=A-ML2023.03 | 54 | 36 | 23 | 92.4 | |
| S-FL + ALMBase Loss=S-FL, Regularizer=ALM2023.03 | 55 | 39 | 25 | 91.5 | |
| BCEBase Loss=BCE2023.03 | 56 | 45 | 29 | 91.2 | |
| S-MLBase Loss=S-ML2023.03 | 59 | 40 | 26 | 91.7 | |
| S-FLBase Loss=S-FL2023.03 | 59 | 40 | 27 | 91.7 | |
| W-BCE + RankRegBase Loss=W-BCE, Regularizer=RankReg2023.03 | 60 | 39.4 | 29.6 | 92.1 | |
| LDAM + ALMBase Loss=LDAM, Regularizer=ALM2023.03 | 60 | 42 | 31 | 91 | |
| LDAMBase Loss=LDAM2023.03 | 65 | 48 | 34 | 89 | |
| W-BCE + ALMBase Loss=W-BCE, Regularizer=ALM2023.03 | 66 | 48 | 31 | 89.3 | |
| CB-BCE + ALMBase Loss=CB-BCE, Regularizer=ALM2023.03 | 67 | 51 | 36 | 88.1 | |
| W-BCEBase Loss=W-BCE2023.03 | 69 | 52 | 37 | 87.4 | |
| CB-BCEBase Loss=CB-BCE2023.03 | 89 | 72 | 59 | 78 |