Image Classification on CIFAR100-LT imbalance factor 100 (test)
56.7Balanced ErrorAutoBalance
Evaluation results
| Method | Links | |
|---|---|---|
| AutoBalanceBackbone=ResNet-32, Design Space=Δ & l, Initialization=LA loss (τ=1)2022.01 | 56.7 | |
| AutoBalanceBackbone=ResNet-32, Design Space=Δ & l2022.01 | 56.84 | |
| CDT lossBackbone=ResNet-322022.01 | 57.26 | |
| AutoBalanceBackbone=ResNet-32, Design Space=Δ2022.01 | 58.4 | |
| AutoBalanceBackbone=ResNet-32, Design Space=τ, Loss Function=LA loss2022.01 | 58.68 | |
| AutoBalanceBackbone=ResNet-32, Design Space=l2022.01 | 58.71 | |
| LA lossBackbone=ResNet-32, Temperature (tau)=12022.01 | 58.96 | |
| LDAM lossBackbone=ResNet-322022.01 | 59.47 | |
| Cross-EntropyBackbone=ResNet-322022.01 | 62.69 |