Classification on SUN397 Natural imbalance (test)
33.3bACCLDAM + M2m
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LDAM + M2mLoss=LDAM, Re-balancing=M2m, Imbalance ratio=~46.22020.04 | 33.3 | 24.9 | |
| ERM + M2mLoss=ERM, Re-balancing=M2m, Imbalance ratio=~46.22020.04 | 32.4 | 25.8 | |
| ERM + CB-RWLoss=ERM, Re-balancing=CB-RW, Imbalance ratio=~46.22020.04 | 31.7 | 25.1 | |
| LDAM + DRWLoss=LDAM, Re-balancing=DRW, Imbalance ratio=~46.22020.04 | 31.6 | 23.6 | |
| ERMLoss=ERM, Re-balancing=-, Imbalance ratio=~46.22020.04 | 31.5 | 20.2 | |
| ERM + RWLoss=ERM, Re-balancing=RW, Imbalance ratio=~46.22020.04 | 31.3 | 25.3 | |
| FocalLoss=Focal, Re-balancing=-, Imbalance ratio=~46.22020.04 | 31.2 | 21.3 | |
| ERM + DRSLoss=ERM, Re-balancing=DRS, Imbalance ratio=~46.22020.04 | 30.7 | 24.2 | |
| LDAMLoss=LDAM, Re-balancing=-, Imbalance ratio=~46.22020.04 | 30.2 | 14.4 | |
| ERM + RSLoss=ERM, Re-balancing=RS, Imbalance ratio=~46.22020.04 | 28.4 | 19.8 | |
| ERM + SMOTELoss=ERM, Re-balancing=SMOTE, Imbalance ratio=~46.22020.04 | 23.7 | 14.8 |