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ResearchFormerly WizWand

Image Classification on CIFAR-100 Long-Tailed

87.9AccuracyLNSR
31.365646.042860.7275.3972Oct 6, 2021Jul 10, 2022Apr 14, 2023Jan 17, 2024Oct 21, 2024Jul 26, 2025Apr 30, 2026
Updated 6mo ago

Evaluation results

MethodLinks
LNSRBackbone=ViT-base, Imbalance Ratio=502026.0487.9
NoisyTuneBackbone=ViT-base, Imbalance Ratio=502026.0487.89
DSGDBackbone=ViT-base, Imbalance Ratio=502026.0487.72
FocalLossBackbone=ViT-base, Imbalance Ratio=502026.0487.2
PCGradBackbone=ViT-base, Imbalance Ratio=502026.0487.02
FFTBackbone=ViT-base, Imbalance Ratio=502026.0485.53
DSGDBackbone=ViT-base, Imbalance Ratio=1002026.0470.33
FFTBackbone=ViT-base, Imbalance Ratio=1002026.0469.55
PCGradBackbone=ViT-base, Imbalance Ratio=1002026.0468.13
NoisyTuneBackbone=ViT-base, Imbalance Ratio=1002026.0468.05
LNSRBackbone=ViT-base, Imbalance Ratio=1002026.0464.9
FocalLossBackbone=ViT-base, Imbalance Ratio=1002026.0464.68
MWN + KFACIF=10, Backbone=ResNet-322026.0360.8
MWN + SAMAIF=10, Backbone=ResNet-322026.0359.7
MWN + T1-T2IF=10, Backbone=ResNet-322026.0358.6
IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=102021.1058.2
CBBackbone=ResNet-32, Imbalance Ratio (p)=102021.1057.99
LDAM-DRWBackbone=ResNet-32, Imbalance Ratio (p)=102021.1057.99
IBBackbone=ResNet-32, Imbalance Ratio (p)=102021.1057.13
Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=102021.1056.96
LDAMBackbone=ResNet-32, Imbalance Ratio (p)=102021.1056.91
IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=102021.1056.78
FocalBackbone=ResNet-32, Imbalance Ratio (p)=102021.1055.78
Focal LossIF=10, Backbone=ResNet-322026.0355.6
Base ModelIF=10, Backbone=ResNet-322026.0355.5
IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=202021.1053.28
MWN + KFACIF=20, Backbone=ResNet-322026.0353.2
IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=202021.1052.74
IBBackbone=ResNet-32, Imbalance Ratio (p)=202021.1052.63
CBBackbone=ResNet-32, Imbalance Ratio (p)=202021.1052.59
MWN + SAMAIF=20, Backbone=ResNet-322026.0352.5
MWN + T1-T2IF=20, Backbone=ResNet-322026.0352
FocalBackbone=ResNet-32, Imbalance Ratio (p)=202021.1051.95
Focal LossIF=20, Backbone=ResNet-322026.0351.8
Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=202021.1051.21
Base ModelIF=20, Backbone=ResNet-322026.0350.7
IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=502021.1047.49
IBBackbone=ResNet-32, Imbalance Ratio (p)=502021.1046.22
MWN + KFACIF=50, Backbone=ResNet-322026.0346.2
IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=502021.1046.16
MWN + T1-T2IF=50, Backbone=ResNet-322026.0346
MWN + SAMAIF=50, Backbone=ResNet-322026.0345.7
CBBackbone=ResNet-32, Imbalance Ratio (p)=502021.1045.32
FocalBackbone=ResNet-32, Imbalance Ratio (p)=502021.1044.32
Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=502021.1043.71
Focal LossIF=50, Backbone=ResNet-322026.0343.7
Base ModelIF=50, Backbone=ResNet-322026.0343.4
IBBackbone=ResNet-32, Imbalance Ratio (p)=1002021.1042.14
IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=1002021.1042.06
LDAM-DRWBackbone=ResNet-32, Imbalance Ratio (p)=2002021.1042.04
IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=1002021.1041.31
MWN + KFACIF=100, Backbone=ResNet-322026.0340.9
MWN + T1-T2IF=100, Backbone=ResNet-322026.0340.2
MWN + SAMAIF=100, Backbone=ResNet-322026.0340
CBBackbone=ResNet-32, Imbalance Ratio (p)=1002021.1039.6
LDAMBackbone=ResNet-32, Imbalance Ratio (p)=2002021.1039.6
Base ModelIF=100, Backbone=ResNet-322026.0338.5
FocalBackbone=ResNet-32, Imbalance Ratio (p)=1002021.1038.41
Focal LossIF=100, Backbone=ResNet-322026.0338.4
IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=2002021.1038.23
Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=1002021.1038.05
IBBackbone=ResNet-32, Imbalance Ratio (p)=2002021.1037.31
IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=2002021.1037.06
CBBackbone=ResNet-32, Imbalance Ratio (p)=2002021.1036.23
MWN + T1-T2IF=200, Backbone=ResNet-322026.0336
MWN + SAMAIF=200, Backbone=ResNet-322026.0335.8
FocalBackbone=ResNet-32, Imbalance Ratio (p)=2002021.1035.62
MWN + KFACIF=200, Backbone=ResNet-322026.0335.6
Focal LossIF=200, Backbone=ResNet-322026.0334.9
Base ModelIF=200, Backbone=ResNet-322026.0334.4
Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=2002021.1033.54