Classification on CelebA 5-way hair color (test)
75.9bACCLDAM + M2m
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LDAM + M2mLoss=LDAM, Re-balancing=M2m, Imbalance ratio=~10.72020.04 | 75.9 | 75 | |
| ERM + M2mLoss=ERM, Re-balancing=M2m, Imbalance ratio=~10.72020.04 | 75.6 | 74.6 | |
| ERM + RWLoss=ERM, Re-balancing=RW, Imbalance ratio=~10.72020.04 | 74.5 | 73.4 | |
| LDAM + DRWLoss=LDAM, Re-balancing=DRW, Imbalance ratio=~10.72020.04 | 74.4 | 72.3 | |
| ERM + CB-RWLoss=ERM, Re-balancing=CB-RW, Imbalance ratio=~10.72020.04 | 74.2 | 72.3 | |
| ERM + DRSLoss=ERM, Re-balancing=DRS, Imbalance ratio=~10.72020.04 | 73.1 | 71.2 | |
| LDAMLoss=LDAM, Re-balancing=-, Imbalance ratio=~10.72020.04 | 73 | 68 | |
| ERM + SMOTELoss=ERM, Re-balancing=SMOTE, Imbalance ratio=~10.72020.04 | 72.8 | 70.7 | |
| ERMLoss=ERM, Re-balancing=-, Imbalance ratio=~10.72020.04 | 72.7 | 69.4 | |
| FocalLoss=Focal, Re-balancing=-, Imbalance ratio=~10.72020.04 | 72.7 | 69.7 | |
| ERM + RSLoss=ERM, Re-balancing=RS, Imbalance ratio=~10.72020.04 | 72.5 | 70.4 |