Image Classification on CIFAR-100 Long Tailed Imbalance Ratio 50 (test)
59.8Top-1 AccOPeN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OPeNAutoAugment=true2021.12 | 59.8 | — | |
| OPeNAutoAugment=false2021.12 | 56.3 | — | |
| ERMAutoAugment=true2021.12 | 55.7 | — | |
| M2mAutoAugment=false2021.12 | 52.9 | — | |
| LADM-DRWAutoAugment=false2021.12 | 52.6 | — | |
| ERMAutoAugment=false2021.12 | 52.4 | — | |
| MiSLASAutoAugment=false2021.12 | 52.3 | — | |
| ACENumber of experts=42021.08 | 51.9 | — | |
| CAM2021.08 | 51.7 | — | |
| ACENumber of experts=32021.08 | 50.7 | — | |
| OversamplingAutoAugment=false2021.12 | 48 | — | |
| ELF(LDAM)+DRWBackbone=ResNet-322020.06 | 47.5 | -2.39 | |
| ELF(CE)+DRWBackbone=ResNet-322020.06 | 47.1 | -11.5 | |
| BBNBackbone=ResNet-322020.06 | 47 | 100 | |
| BBN2021.08 | 47 | — | |
| LDAM+DRWBackbone=ResNet-322020.06 | 46.6 | 0 | |
| CB Focal loss2021.08 | 46.2 | — | |
| CE+DRWBackbone=ResNet-322020.06 | 46 | 0 | |
| Focal+DRWBackbone=ResNet-322020.06 | 45.3 | 0 | |
| LDAM+DRW2021.08 | 45.1 | — | |
| MixupBackbone=ResNet-322020.06 | 45 | 0 | |
| Mixup2021.08 | 45 | — | |
| FocalBackbone=ResNet-322020.06 | 44.3 | 0 | |
| CEBackbone=ResNet-322020.06 | 43.9 | 0 | |
| Manifold MixupBackbone=ResNet-322020.06 | 43.1 | 0 | |
| Focal loss2021.08 | 42.4 | — | |
| Baseline2021.08 | 42.1 | — |