Image Classification on CIFAR-100 Long Tailed Imbalance Ratio 100 (test)
54.2Top-1 AccOPeN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OPeNAutoAugment=true2021.12 | 54.2 | — | |
| OPeNAutoAugment=false2021.12 | 51.5 | — | |
| BALMSAutoAugment=true2021.12 | 50.8 | — | |
| ERMAutoAugment=true2021.12 | 49.9 | — | |
| ERMAutoAugment=false2021.12 | 47 | — | |
| MiSLASAutoAugment=false2021.12 | 47 | — | |
| LADM-DRWAutoAugment=false2021.12 | 46.8 | — | |
| M2mAutoAugment=false2021.12 | 46.5 | — | |
| ELF(LDAM)+DRWBackbone=ResNet-322020.06 | 43.1 | -0.01 | |
| BBNBackbone=ResNet-322020.06 | 42.5 | 100 | |
| ELF(CE)+DRWBackbone=ResNet-322020.06 | 42.5 | -11.6 | |
| OversamplingAutoAugment=false2021.12 | 42.5 | — | |
| LDAM+DRWBackbone=ResNet-322020.06 | 42 | 0 | |
| CE+DRWBackbone=ResNet-322020.06 | 41.4 | 0 | |
| MixupBackbone=ResNet-322020.06 | 39.5 | 0 | |
| Focal+DRWBackbone=ResNet-322020.06 | 39.4 | 0 | |
| Manifold MixupBackbone=ResNet-322020.06 | 38.3 | 0 | |
| FocalBackbone=ResNet-322020.06 | 28.4 | 0 | |
| CEBackbone=ResNet-322020.06 | 28.3 | 0 |