Image Classification on CIFAR-100 LT IR=10 (test)
68.1AccuracyBalPoE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BalPoEBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 68.1 | — | — | — | — | |
| BalPoEBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 66.3 | — | — | — | — | |
| CMO+BSBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 65.3 | — | — | — | — | |
| BalPoEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 65.1 | — | — | — | — | |
| BCLBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 64.9 | — | — | — | — | |
| PaCoBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 64.2 | — | — | — | — | |
| SADEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 63.6 | — | — | — | — | |
| DRO-LTBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 63.4 | — | — | — | — | |
| MISLASBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 63.2 | — | — | — | — | |
| SSDBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 62.3 | — | — | — | — | |
| CMO+BSBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 62.3 | — | — | — | — | |
| DiVEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 62 | — | — | — | — | |
| RIDEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 61.8 | — | — | — | — | |
| LADEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 61.7 | — | — | — | — | |
| UniMix+BayiasBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 61.3 | — | — | — | — | |
| BSBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 59.9 | — | — | — | — | |
| LDAM-DRWBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 58.7 | — | — | — | — | |
| CB-FocalBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 58 | — | — | — | — | |
| CE*Backbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 57.2 | — | — | — | — | |
| TAETImbalance Ratio (IR)=102025.03 | 55.69 | 30.2 | 24.46 | 29.69 | 22.25 | |
| AT-BSLImbalance Ratio (IR)=102025.03 | 48.41 | 24.77 | 20.81 | 18.8 | 18.71 |