Image Classification on CIFAR100 Long-Tailed (imbalance ratio 100) (test)
75.85AUROCCE+AUCOCL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CE+AUCOCLLoss function=CE+AUCOCLoss2023.08 | 75.85 | 49.63 | |
| FL+AUCOCLLoss function=FL+AUCOCLoss2023.08 | 74.51 | 46.91 | |
| AdaFL53Loss function=AdaFL532023.08 | 73.72 | 47.07 | |
| FL (γ=3)Loss function=Focal Loss (γ=3)2023.08 | 73.66 | 47 | |
| CE+S-ECELoss function=CE+S-ECE2023.08 | 73.53 | 47.58 | |
| FL+MMCELoss function=FL+MMCE2023.08 | 73.49 | 46.78 | |
| CE+S-AvUCLoss function=CE+S-AvUC2023.08 | 73.08 | 46.62 | |
| CE+MMCELoss function=CE+MMCE2023.08 | 72.92 | 47.8 | |
| FL+S-AvUCLoss function=FL+S-AvUC2023.08 | 72.68 | 46.62 | |
| CELoss function=Cross-Entropy2023.08 | 72.33 | 47.27 | |
| FL+S-ECELoss function=FL+S-ECE2023.08 | 72.3 | 46.13 |