Image Classification on CIFAR-LT-100 Imbalance ratio 10 (test)
58.2BACCM2m
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| M2mLoss=ERM, Re-balancing=M2m2020.04 | 58.2 | 55.3 | |
| DRSLoss=ERM, Re-balancing=DRS2020.04 | 57.7 | 54.8 | |
| M2mLoss=LDAM, Re-balancing=M2m2020.04 | 57.6 | 51.8 | |
| DRWLoss=LDAM, Re-balancing=DRW2020.04 | 56.9 | 50.4 | |
| ERMLoss=ERM, Re-balancing=None2020.04 | 56.2 | 51.8 | |
| RWLoss=ERM, Re-balancing=RW2020.04 | 56 | 52 | |
| CB-RWLoss=ERM, Re-balancing=CB-RW2020.04 | 55.9 | 52 | |
| FocalLoss=Focal, Re-balancing=None2020.04 | 55.3 | 50.7 | |
| RSLoss=ERM, Re-balancing=RS2020.04 | 54.8 | 50.3 | |
| LDAMLoss=LDAM, Re-balancing=None2020.04 | 54.7 | 44.1 | |
| SMOTELoss=ERM, Re-balancing=SMOTE2020.04 | 53.8 | 49.4 |