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ResearchFormerly WizWand

Image Classification on Imbalanced CIFAR-100 (val)

40.07Top-1 ErrorCE-DRW-IC
38.456849.345960.23571.1241Jun 18, 2019Sep 8, 2019Nov 29, 2019Feb 19, 2020May 11, 2020Aug 1, 2020Oct 22, 2020
Updated 8mo ago

Evaluation results

MethodLinks
CE-DRW-ICImbalance Ratio=102020.1040.07
LDAM-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0640.54
CE-ICImbalance Ratio=102020.1040.64
CE-DRWImbalance Ratio=102020.1040.65
Focal-ICImbalance Ratio=102020.1040.7
LDAM-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0641.29
Focal-DRWImbalance Ratio=102020.1041.93
Focal-DRW-ICImbalance Ratio=102020.1041.93
CB FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0642.01
CB RWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0642.88
LDAMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0643.09
LDAM-DRWImbalance Ratio=102020.1043.49
LDAMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0643.73
M-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0643.78
FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0644.22
ERMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0644.3
M-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0644.72
CB RSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0644.94
CEImbalance Ratio=102020.1045.33
ERMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0645.37
FocalImbalance Ratio=102020.1045.62
FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0646.54
CB FocalImbalance Ratio=102020.1046.84
CB RSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0646.92
CB CEImbalance Ratio=102020.1047.28
CB RWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0647.52
LDAMImbalance Ratio=102020.1049.2
CB FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0649.98
Focal-ICImbalance Ratio=1002020.1052.73
CE-ICImbalance Ratio=1002020.1053.48
LDAM-DRWImbalance Ratio=1002020.1054.3
CE-DRW-ICImbalance Ratio=1002020.1054.4
LDAM-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0654.64
CE-DRWImbalance Ratio=1002020.1055.7
Focal-DRW-ICImbalance Ratio=1002020.1056.89
LDAM-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0657.96
M-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0658.91
M-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0659.49
LDAMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0660.4
LDAMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0660.42
LDAMImbalance Ratio=1002020.1060.59
CEImbalance Ratio=1002020.1061.28
FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0661.43
ERMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0661.45
FocalImbalance Ratio=1002020.1061.49
FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0661.59
Focal-DRWImbalance Ratio=1002020.1061.63
ERMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0661.68
CB FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0663.98
CB RWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0666.01
CB RSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0666.23
CB RSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0666.56
CB FocalImbalance Ratio=1002020.1078.14
CB RWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0678.69
CB FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0680.24
CB CEImbalance Ratio=1002020.1080.4