List your company
ResearchFormerly WizWand

Image Classification on CIFAR-100 10% Minority (test)

0.5934Majority AccuracyFedAvg
0.4672480.4999990.532750.565501Jun 24, 2026
Updated 4mo ago

Evaluation results

MethodLinks
FedAvgImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.59340.0680.5409
FedNovaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.59160.0730.5397
FedAvg + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.59010.1580.5469
FedProxImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.58860.050.5347
FedAvgImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.58670.1230.5403
FedNovaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.58670.1340.5414
FedNova + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.58490.1780.5442
FedProx + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.58180.1410.5377
FedProxImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.58140.130.5363
FedAvg + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.58080.2310.5458
FedProx + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.58030.260.5483
FedNova + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.5790.2390.545
MOONImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.57890.06650.5277
MOON + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.5770.23920.5432
MOONImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.57550.13220.5312
MOON + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.57430.18020.5349
CLIMB + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.48280.2490.4594
CLIMBImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.060.47960.1050.4421
CLIMBImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.47910.05020.4362
CLIMB + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.060.47210.16250.4412