Classification on Reuters 36 classes (test)
70bACCLDAM + M2m
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LDAM + M2mLoss=LDAM, Re-balancing=M2m, Imbalance ratio=710, eta=12020.04 | 70 | 63.9 | |
| ERM + M2mLoss=ERM, Re-balancing=M2m, Imbalance ratio=710, eta=12020.04 | 66.3 | 60.5 | |
| ERM + RWLoss=ERM, Re-balancing=RW, Imbalance ratio=7102020.04 | 65 | 59.2 | |
| ERM + CB-RWLoss=ERM, Re-balancing=CB-RW, Imbalance ratio=7102020.04 | 64.8 | 57.6 | |
| LDAM + DRWLoss=LDAM, Re-balancing=DRW, Imbalance ratio=7102020.04 | 64.1 | 56.9 | |
| ERM + RSLoss=ERM, Re-balancing=RS, Imbalance ratio=7102020.04 | 63.3 | 57.4 | |
| LDAMLoss=LDAM, Re-balancing=-, Imbalance ratio=7102020.04 | 63 | 57.6 | |
| ERM + SMOTELoss=ERM, Re-balancing=SMOTE, Imbalance ratio=7102020.04 | 62.5 | 56.8 | |
| ERM + DRSLoss=ERM, Re-balancing=DRS, Imbalance ratio=7102020.04 | 62.4 | 56 | |
| ERMLoss=ERM, Re-balancing=-, Imbalance ratio=7102020.04 | 59.8 | 53.8 | |
| FocalLoss=Focal, Re-balancing=-, Imbalance ratio=7102020.04 | 59.4 | 53 |