Image Classification on Long-tailed CIFAR-10 Imbalance factor 0.1 (test)
89.7Top-1 AccResLTS
Evaluation results
| Method | Links | |
|---|---|---|
| ResLTSOne-stage=true, Backbone=ResNet-32, Strong data augmentation=true2021.01 | 89.7 | |
| ResLTOne-stage=true, Backbone=ResNet-322021.01 | 89.06 | |
| Causal NormOne-stage=true, Backbone=ResNet-322021.01 | 88.5 | |
| BBNOne-stage=true, Backbone=ResNet-322021.01 | 88.32 | |
| LDAM+DRWOne-stage=false, Backbone=ResNet-322021.01 | 88.16 | |
| ELF(LDAM)+DRWOne-stage=false, Backbone=ResNet-322021.01 | 88 | |
| CE+DRWOne-stage=false, Backbone=ResNet-322021.01 | 87.56 | |
| CE+DRSOne-stage=false, Backbone=ResNet-322021.01 | 87.38 | |
| MixupOne-stage=true, Backbone=ResNet-32, Strong data augmentation=true2021.01 | 87.1 | |
| CB-FocalOne-stage=true, Backbone=ResNet-32, Strong data augmentation=true2021.01 | 87.1 | |
| LDAMOne-stage=true, Backbone=ResNet-322021.01 | 86.96 | |
| FocalOne-stage=true, Backbone=ResNet-32, Strong data augmentation=true2021.01 | 86.66 |