Image Classification on ImageNet-LT IR=256 (test)
62AccuracyBalPoE
Evaluation Results
| Method | Links | |
|---|---|---|
| BalPoEBackbone=ResNeXt-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 62 | |
| BalPoEBackbone=ResNeXt-50, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 61.6 | |
| SADEBackbone=ResNeXt-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 61.2 | |
| BalPoEBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 60.8 | |
| NCLBackbone=ResNeXt-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 60.5 | |
| BalPoEBackbone=ResNeXt-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 59.8 | |
| BalPoEBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 59.7 | |
| Uniform BalPoEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 59.5 | |
| NCLBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 59.5 | |
| SADEBackbone=ResNeXt-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 58.8 | |
| BalPoEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 58.5 | |
| PaCoBackbone=ResNeXt-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 58.2 | |
| CMO+BSBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 58 | |
| BCLBackbone=ResNeXt-50, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 57.1 | |
| PaCoBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 57 | |
| ACEBackbone=ResNeXt-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 56.6 | |
| RIDEBackbone=ResNeXt-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 56.4 | |
| BCLBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 56 | |
| SSDBackbone=ResNeXt-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 56 | |
| LA**Backbone=ResNeXt-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 55.2 | |
| RIDEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 54.9 | |
| ACEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 54.7 | |
| TLCBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 54.6 | |
| DRO-LTBackbone=ResNeXt-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 53.5 | |
| DiVEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 53.1 | |
| LADEBackbone=ResNeXt-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 53 | |
| MISLASBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 52.7 | |
| MISLASBackbone=ResNeXt-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 51.4 | |
| BSBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 51.1 | |
| UniMix+BayiasBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 48.4 | |
| CE*Backbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 47.2 | |
| LDAM-DRWBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 45.8 |