Image Classification on CIFAR10-LT imbalance factor 100 1.0 (test)
20.73Balanced ErrorCDT loss
Evaluation results
| Method | Links | |
|---|---|---|
| CDT lossBackbone=ResNet-322022.01 | 20.73 | |
| AutoBalanceBackbone=ResNet-32, Design Space=Δ & l, Initialization=LA loss (τ=1)2022.01 | 21.15 | |
| AutoBalanceBackbone=ResNet-32, Design Space=Δ & l2022.01 | 21.39 | |
| AutoBalanceBackbone=ResNet-32, Design Space=τ, Loss Function=LA loss2022.01 | 21.82 | |
| AutoBalanceBackbone=ResNet-32, Design Space=Δ2022.01 | 22.59 | |
| AutoBalanceBackbone=ResNet-32, Design Space=l2022.01 | 23.02 | |
| LA lossBackbone=ResNet-32, Temperature (tau)=12022.01 | 23.13 | |
| LDAM lossBackbone=ResNet-322022.01 | 26.37 | |
| Cross-EntropyBackbone=ResNet-322022.01 | 30.45 |