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ResearchFormerly WizWand

Image Classification on CIFAR-10 long-tailed imbalance (test)

87.95AccuracySFM
48.4358.6968.9579.21Nov 30, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SFMimbalance ratio (ρ)=102025.1187.95
SFMimbalance ratio (ρ)=502025.1183.86
SFMimbalance ratio (ρ)=1002025.1180.99
CReFFimbalance ratio (ρ)=102025.1180.71
CCVRimbalance ratio (ρ)=102025.1178.48
Ratio Lossimbalance ratio (ρ)=102025.1178.14
FedNovaimbalance ratio (ρ)=102025.1177.79
FedBEimbalance ratio (ρ)=102025.1177.78
FedAvgimbalance ratio (ρ)=102025.1177.45
FedProximbalance ratio (ρ)=102025.1176.53
FedDFimbalance ratio (ρ)=102025.1176.51
Fed-Focal Lossimbalance ratio (ρ)=102025.1173.74
CReFFimbalance ratio (ρ)=502025.1173.08
FedAvg+τ−normimbalance ratio (ρ)=102025.1172.08
CCVRimbalance ratio (ρ)=502025.1171.89
FedAvgMimbalance ratio (ρ)=102025.1170.81
CReFFimbalance ratio (ρ)=1002025.1170.55
CCVRimbalance ratio (ρ)=1002025.1169.53
Ratio Lossimbalance ratio (ρ)=502025.1164.77
FedNovaimbalance ratio (ρ)=502025.1163.91
FedProximbalance ratio (ρ)=502025.1160.89
Ratio Lossimbalance ratio (ρ)=1002025.1159.75
FedBEimbalance ratio (ρ)=502025.1159.55
FedAvgimbalance ratio (ρ)=502025.1159.36
FedDFimbalance ratio (ρ)=502025.1158.74
FedNovaimbalance ratio (ρ)=1002025.1157.79
Fed-Focal Lossimbalance ratio (ρ)=502025.1157.42
FedAvgMimbalance ratio (ρ)=502025.1157.11
FedProximbalance ratio (ρ)=1002025.1156.92
FedAvgimbalance ratio (ρ)=1002025.1156.17
FedBEimbalance ratio (ρ)=1002025.1155.79
FedDFimbalance ratio (ρ)=1002025.1155.15
Fed-Focal Lossimbalance ratio (ρ)=1002025.1153.83
FedAvgMimbalance ratio (ρ)=1002025.1152.03
FedAvg+τ−normimbalance ratio (ρ)=502025.1151.41
FedAvg+τ−normimbalance ratio (ρ)=1002025.1149.95