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ResearchFormerly WizWand

Image Classification on Imbalanced CIFAR-10 (val)

10.99Top-1 ErrorFocal-IC
9.840417.600225.3633.1198Jun 18, 2019Sep 8, 2019Nov 29, 2019Feb 19, 2020May 11, 2020Aug 1, 2020Oct 22, 2020
Updated 8mo ago

Evaluation results

MethodLinks
Focal-ICImbalance Ratio=102020.1010.99
CE-ICImbalance Ratio=102020.1011.34
CE-DRW-ICImbalance Ratio=102020.1011.42
Focal-DRW-ICImbalance Ratio=102020.1011.48
Focal-DRWImbalance Ratio=102020.1011.82
LDAM-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0611.84
LDAM-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0612.19
LDAM-DRWImbalance Ratio=102020.1012.68
LDAM-HG-DRSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0612.72
CE-DRWImbalance Ratio=102020.1012.79
LDAM-HG-DRSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0612.82
CB FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0612.9
LDAMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0613.04
M-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0613.17
CB RSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0613.21
FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0613.34
CB RWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0613.46
M-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0613.57
ERMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0613.61
HG-DRSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.0614.03
CB CEImbalance Ratio=102020.1014.44
CEImbalance Ratio=102020.1014.54
CB FocalImbalance Ratio=102020.1014.8
HG-DRSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0614.85
FocalImbalance Ratio=102020.1014.92
LDAMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0615
LDAMImbalance Ratio=102020.1015.33
CB RSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0615.41
CB RWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0616.2
FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0616.36
CB FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0616.54
ERMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.0617.5
CE-DRW-ICImbalance Ratio=1002020.1021.45
Focal-DRW-ICImbalance Ratio=1002020.1021.63
LDAM-DRWImbalance Ratio=1002020.1022.69
LDAM-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0622.97
LDAM-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0623.08
LDAM-HG-DRSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0624.42
LDAM-HG-DRSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0624.53
M-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0624.94
CB FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0625.43
CE-ICImbalance Ratio=1002020.1025.61
Focal-ICImbalance Ratio=1002020.1025.68
LDAMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0626.65
HG-DRSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0627.16
Focal-DRWImbalance Ratio=1002020.1027.37
CB RWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0627.63
M-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0627.67
CE-DRWImbalance Ratio=1002020.1029.05
CB RSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0629.45
FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0629.62
ERMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.0629.64
HG-DRSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0629.93
LDAMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0633.42
CEImbalance Ratio=1002020.1034.01
LDAMImbalance Ratio=1002020.1034.42
FocalImbalance Ratio=1002020.1034.89
CB FocalImbalance Ratio=1002020.1036.07
FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0636.09
ERMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0636.7
CB CEImbalance Ratio=1002020.1037.43
CB RWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0638.06
CB RSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0638.14
CB FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.0639.73