| Dataset | Long-tailed CIFAR-10 | Long-tailed CIFAR-100 | ||||
| Imbalanced ratio | 100 | 50 | 20 | 100 | 50 | 20 |
| CE | 66.3 | 71.4 | 80.2 | 36.3 | 38.9 | 52.0 |
| Focal Loss | 66.4 | 73.3 | 80.4 | 36.4 | 39.4 | 51.9 |
| CB Loss | 71.1 | 74.8 | 80.6 | 37.6 | 41.4 | 52.6 |
| LDAM loss | 69.8 | 76.5 | 82.9 | 39.4 | 43.6 | 53.1 |
| OTLR | 71.4 | 77.5 | 83.6 | 38.3 | 43.8 | 53.4 |
| BBN | 73.2 | 79.0 | 84.2 | 40.3 | 44.1 | 53.6 |
| DC-Invo | 77.7 | 80.6 | 84.9 | 43.6 | 46.1 | 53.9 |