Image Classification on iNaturalist IR=500 2018 (test)
76.9AccuracyBalPoE
Evaluation Results
| Method | Links | |
|---|---|---|
| BalPoEBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 76.9 | |
| BalPoEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 75 | |
| NCLBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 74.9 | |
| Uniform BalPoEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 74.7 | |
| SADEBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 74.5 | |
| CMO+BSBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 74 | |
| BalPoEBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 73.5 | |
| PaCoBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 73.2 | |
| ACEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 72.9 | |
| SADEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 72.9 | |
| RIDEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 72.2 | |
| BCLBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 71.8 | |
| DiVEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 71.7 | |
| MISLASBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 71.6 | |
| SSDBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 71.5 | |
| CMO+BSBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 70.9 | |
| LADEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 70 | |
| LA**Backbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 69.9 | |
| DRO-LTBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 69.7 | |
| UniMix+BayiasBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 69.2 | |
| BSBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 68.4 | |
| LDAM-DRWBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 68 | |
| CE*Backbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.06 | 65.2 |