Image Classification on CIFAR100 Long-Tailed (imbalance ratio 10) (test)
0.9259AUROCCE+AUCOCL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CE+AUCOCLLoss function=CE+AUCOCLoss2023.08 | 0.9259 | 72.4 | |
| FL+AUCOCLLoss function=FL+AUCOCLoss2023.08 | 0.9221 | 71.92 | |
| AdaFL53Loss function=AdaFL532023.08 | 0.9205 | 71.61 | |
| FL (γ=3)Loss function=Focal Loss (γ=3)2023.08 | 0.9191 | 71.59 | |
| CE+S-AvUCLoss function=CE+S-AvUC2023.08 | 0.9172 | 71.6 | |
| FL+MMCELoss function=FL+MMCE2023.08 | 0.917 | 71.71 | |
| CE+S-ECELoss function=CE+S-ECE2023.08 | 0.9163 | 71.67 | |
| FL+S-ECELoss function=FL+S-ECE2023.08 | 0.9129 | 70.6 | |
| CE+MMCELoss function=CE+MMCE2023.08 | 0.9066 | 71.32 | |
| FL+S-AvUCLoss function=FL+S-AvUC2023.08 | 0.8975 | 72.11 | |
| CELoss function=Cross-Entropy2023.08 | 0.8959 | 71.15 |