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Imbalanced Image Classification on CIFAR10 LT (AUC Thresholds)

68.9AUC (Threshold 0.01)AUCMLoss
56.243259.529162.81566.1009Nov 6, 2023
Updated 8mo ago

Evaluation results

MethodLinks
AUCMLossModel=ResNet322023.1168.984.9491.5295.16
AUCMLossModel=ResNet202023.1168.8884.7490.9794.4
WDROModel=ResNet202023.1168.888.5491.0494.04
DRAUC-DaModel=ResNet202023.1168.7184.4390.393.76
AUCDROModel=ResNet322023.1168.6978.5190.6795.07
DRAUC-DaModel=ResNet322023.1168.5185.0390.9894.27
WDROModel=ResNet322023.1168.1686.4890.1195.23
DRAUC-DfModel=ResNet202023.1168.1286.4790.5794.17
AUCDROModel=ResNet202023.1167.148490.9294.88
DRAUC-DfModel=ResNet322023.1167.1185.0390.6394.86
CEModel=ResNet322023.1166.0584.490.4495.61
GLOTModel=ResNet202023.1165.9588.3790.5194.62
CEModel=ResNet202023.1165.4384.1292.3295.68
DROLTModel=ResNet322023.1165.484.6890.1195.51
ADVShiftModel=ResNet202023.1164.9782.9187.8795.46
GLOTModel=ResNet322023.1164.5382.6289.5994.62
DROLTModel=ResNet202023.1160.9985.7691.3595.17
FocalLossModel=ResNet322023.1158.0482.9991.0295.16
FocalLossModel=ResNet202023.1157.6381.6291.3394.62
ADVShiftModel=ResNet322023.1156.7379.3687.8894.95