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ResearchFormerly WizWand

Image Classification on CIFAR100 Long-Tailed (imbalance ratio 10) (test)

0.9259AUROCCE+AUCOCL
0.89470.90280.91090.919Aug 9, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CE+AUCOCLLoss function=CE+AUCOCLoss2023.080.925972.4
FL+AUCOCLLoss function=FL+AUCOCLoss2023.080.922171.92
AdaFL53Loss function=AdaFL532023.080.920571.61
FL (γ=3)Loss function=Focal Loss (γ=3)2023.080.919171.59
CE+S-AvUCLoss function=CE+S-AvUC2023.080.917271.6
FL+MMCELoss function=FL+MMCE2023.080.91771.71
CE+S-ECELoss function=CE+S-ECE2023.080.916371.67
FL+S-ECELoss function=FL+S-ECE2023.080.912970.6
CE+MMCELoss function=CE+MMCE2023.080.906671.32
FL+S-AvUCLoss function=FL+S-AvUC2023.080.897572.11
CELoss function=Cross-Entropy2023.080.895971.15