Image Classification on CIFAR-10 Long Tailed Imbalance Ratio 50 (test)
89.2Top-1 AccuracyOPeN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OPeNAutoAugment=true2021.12 | 89.2 | — | |
| OPeNAutoAugment=false2021.12 | 87.9 | — | |
| ERMAutoAugment=true2021.12 | 86.4 | — | |
| MiSLASAutoAugment=false2021.12 | 85.7 | — | |
| M2mAutoAugment=false2021.12 | 85.5 | — | |
| LADM-DRWAutoAugment=false2021.12 | 85.3 | — | |
| ACENumber of experts=42021.08 | 84.9 | — | |
| ERMAutoAugment=false2021.12 | 84.9 | — | |
| ACENumber of experts=32021.08 | 84.3 | — | |
| CAM2021.08 | 83.6 | — | |
| ELF(LDAM)+DRWBackbone=ResNet-322020.06 | 82.4 | -21.4 | |
| BBNBackbone=ResNet-322020.06 | 82.2 | 100 | |
| BBN2021.08 | 82.2 | — | |
| OversamplingAutoAugment=false2021.12 | 82.2 | — | |
| LDAM+DRWBackbone=ResNet-322020.06 | 81.4 | 0 | |
| ELF(CE)+DRWBackbone=ResNet-322020.06 | 80.8 | -28.8 | |
| CE+DRWBackbone=ResNet-322020.06 | 80 | 0 | |
| Focal+DRWBackbone=ResNet-322020.06 | 79.4 | 0 | |
| CB Focal loss2021.08 | 79.3 | — | |
| LDAM+DRW2021.08 | 79.3 | — | |
| Manifold MixupBackbone=ResNet-322020.06 | 78 | 0 | |
| MixupBackbone=ResNet-322020.06 | 77.8 | 0 | |
| Mixup2021.08 | 77.8 | — | |
| FocalBackbone=ResNet-322020.06 | 76.7 | 0 | |
| Focal loss2021.08 | 75.3 | — | |
| Baseline2021.08 | 75.2 | — | |
| CEBackbone=ResNet-322020.06 | 74.8 | 0 | |
| OursIPC=502024.08 | 65.8 | — | |
| OursIPC=202024.08 | 59.4 | — | |
| IDMIPC=502024.08 | 56.1 | — | |
| OursIPC=102024.08 | 54.2 | — | |
| MTTIPC=502024.08 | 53.6 | — | |
| IDMIPC=202024.08 | 53.3 | — | |
| IDMIPC=102024.08 | 51.9 | — | |
| RandomIPC=502024.08 | 51.6 | — | |
| DATMIPC=502024.08 | 50.3 | — | |
| MTTIPC=202024.08 | 49.9 | — | |
| MTTIPC=102024.08 | 45.8 | — | |
| DREAMIPC=502024.08 | 45.5 | — | |
| DATMIPC=202024.08 | 43.4 | — | |
| RandomIPC=202024.08 | 42 | — | |
| DATMIPC=102024.08 | 41.6 | — | |
| DCIPC=202024.08 | 38.8 | — | |
| DREAMIPC=202024.08 | 38.4 | — | |
| DCIPC=102024.08 | 37.3 | — | |
| DCIPC=502024.08 | 35.8 | — | |
| Graph-CutIPC=502024.08 | 33.9 | — | |
| RandomIPC=102024.08 | 33.2 | — | |
| DREAMIPC=102024.08 | 30.8 | — | |
| Graph-CutIPC=202024.08 | 28.6 | — | |
| K-Center GreedyIPC=502024.08 | 26.1 | — | |
| MinimaxIPC=502024.08 | 25.2 | — | |
| Graph-CutIPC=102024.08 | 24.2 | — | |
| MinimaxIPC=202024.08 | 22.5 | — | |
| K-Center GreedyIPC=202024.08 | 20.8 | — | |
| MinimaxIPC=102024.08 | 18.4 | — | |
| K-Center GreedyIPC=102024.08 | 17.8 | — |