Image Classification on CIFAR100 Long-Tailed (imbalance ratio 50) (test)
81.38AUROCCE+AUCOCL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CE+AUCOCLLoss function=CE+AUCOCLoss2023.08 | 81.38 | 55.89 | |
| FL+AUCOCLLoss function=FL+AUCOCLoss2023.08 | 79.72 | 53.64 | |
| AdaFL53Loss function=AdaFL532023.08 | 79.55 | 53.55 | |
| FL (γ=3)Loss function=Focal Loss (γ=3)2023.08 | 79.53 | 53.5 | |
| FL+MMCELoss function=FL+MMCE2023.08 | 79.5 | 53.32 | |
| CE+S-ECELoss function=CE+S-ECE2023.08 | 79.31 | 53.84 | |
| FL+S-ECELoss function=FL+S-ECE2023.08 | 78.56 | 52.84 | |
| CE+MMCELoss function=CE+MMCE2023.08 | 78.54 | 53.45 | |
| FL+S-AvUCLoss function=FL+S-AvUC2023.08 | 78.51 | 53.11 | |
| CELoss function=Cross-Entropy2023.08 | 78.02 | 53.83 | |
| CE+S-AvUCLoss function=CE+S-AvUC2023.08 | 76.15 | 54.45 |