Image Classification on CIFAR-10 long-tailed (test) (Balanced Error)
19.08Balanced Error RateLogit adjustment post-hoc
Evaluation Results
| Method | Links | |
|---|---|---|
| Logit adjustment post-hocBackbone=ResNet-32, tau=tau*2020.07 | 19.08 | |
| Weight normalisationBackbone=ResNet-32, tau=tau*2020.07 | 21.5 | |
| Logit adjustment lossBackbone=ResNet-32, tau=12020.07 | 22.33 | |
| Logit adjustment post-hocBackbone=ResNet-32, tau=12020.07 | 22.6 | |
| Weight normalisationBackbone=ResNet-32, tau=12020.07 | 24.02 | |
| EqualisedBackbone=ResNet-322020.07 | 26.02 | |
| AdaptiveBackbone=ResNet-32, Training detail=LDAM + SGD2020.07 | 26.65 | |
| ERMBackbone=ResNet-322020.07 | 27.16 |