Image Classification on CIFAR-10 Long Tailed Imbalance Ratio 100 (test)
86.1Top-1 AccOPeN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OPeNAutoAugment=true2021.12 | 86.1 | — | — | — | — | — | |
| BALMSAutoAugment=true2021.12 | 84.9 | — | — | — | — | — | |
| OPeNAutoAugment=false2021.12 | 84.6 | — | — | — | — | — | |
| MiSLASAutoAugment=false2021.12 | 82.1 | — | — | — | — | — | |
| ERMAutoAugment=true2021.12 | 81.4 | — | — | — | — | — | |
| M2mAutoAugment=false2021.12 | 81.3 | — | — | — | — | — | |
| LADM-DRWAutoAugment=false2021.12 | 80.5 | — | — | — | — | — | |
| BBNBackbone=ResNet-322020.06 | 79.8 | 100 | — | — | — | — | |
| ERMAutoAugment=false2021.12 | 79.6 | — | — | — | — | — | |
| ELF(LDAM)+DRWBackbone=ResNet-322020.06 | 78.1 | -15.1 | — | — | — | — | |
| LDAM+DRWBackbone=ResNet-322020.06 | 77 | 0 | — | — | — | — | |
| ELF(CE)+DRWBackbone=ResNet-322020.06 | 76.8 | -31.9 | — | — | — | — | |
| CE+DRWBackbone=ResNet-322020.06 | 76.3 | 0 | — | — | — | — | |
| OversamplingAutoAugment=false2021.12 | 75.1 | — | — | — | — | — | |
| Focal+DRWBackbone=ResNet-322020.06 | 74.6 | 0 | — | — | — | — | |
| MixupBackbone=ResNet-322020.06 | 73.1 | 0 | — | — | — | — | |
| Manifold MixupBackbone=ResNet-322020.06 | 73 | 0 | — | — | — | — | |
| CEBackbone=ResNet-322020.06 | 70.4 | 0 | — | — | — | — | |
| FocalBackbone=ResNet-322020.06 | 70.4 | 0 | — | — | — | — | |
| CB-RWLoss=ERM, Re-balancing=CB-RW2020.04 | — | — | 71.2 | 70 | — | — | |
| CSL [Hybrid A]Backbone=ResNet-56, Coverage Target=0.0952021.07 | — | — | — | — | 75.9 | 9.5 | |
| CSL [Hybrid B]Backbone=ResNet-56, Coverage Target=0.0952021.07 | — | — | — | — | 76 | 9.7 | |
| CSL [Re-weighted]Backbone=ResNet-56, Coverage Target=0.0952021.07 | — | — | — | — | 73.9 | 9.2 | |
| DRSLoss=ERM, Re-balancing=DRS2020.04 | — | — | 75.2 | 73.9 | — | — | |
| DRWLoss=LDAM, Re-balancing=DRW2020.04 | — | — | 77.1 | 76.7 | — | — | |
| ERMLoss=ERM, Re-balancing=None2020.04 | — | — | 68.7 | 66.4 | — | — | |
| ERMBackbone=ResNet-56, Coverage Target=0.0952021.07 | — | — | — | — | 75.4 | 5.8 | |
| FocalLoss=Focal, Re-balancing=None2020.04 | — | — | 68.3 | 65.5 | — | — | |
| LA with class priorsBackbone=ResNet-56, Coverage Target=0.0952021.07 | — | — | — | — | 79 | 7.6 | |
| LDAMLoss=LDAM, Re-balancing=None2020.04 | — | — | 72.8 | 70.8 | — | — | |
| M2mLoss=ERM, Re-balancing=M2m2020.04 | — | — | 78.3 | 77.8 | — | — | |
| M2mLoss=LDAM, Re-balancing=M2m2020.04 | — | — | 79.1 | 78.6 | — | — | |
| RSLoss=ERM, Re-balancing=RS2020.04 | — | — | 70.4 | 69 | — | — | |
| RWLoss=ERM, Re-balancing=RW2020.04 | — | — | 72.8 | 72 | — | — | |
| SMOTELoss=ERM, Re-balancing=SMOTE2020.04 | — | — | 71.5 | 70.2 | — | — |