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Multi-class classification on CIFAR100 Dirichlet non-IID setting (test)

62.5Top-5 AccuracySuPerFed-LM
16.157628.188840.2252.2512Sep 16, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SuPerFed-LMconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0962.5
SuPerFed-LMconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0961.64
SuPerFed-LMconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0961.26
APFLconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0961.13
SuPerFed-MMconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0960.14
Dittoconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0960.04
SuPerFed-MMconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0959.08
APFLconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0959.05
FedAvgconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0959.04
FedProxconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0958.75
Dittoconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0958.73
APFLconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0958.55
Dittoconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0958.55
FedAvgconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0958.49
SuPerFed-MMconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0958.32
FedProxconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0958.24
FedAvgconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0958.12
FedProxconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0957.71
SCAFFOLDconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0951.4
SCAFFOLDconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0951.16
SCAFFOLDconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0950.07
FedPerconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0946.78
FedRepconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0938.49
FedPerconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0935.73
FedPerconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0935.52
LG-FedAvgconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0928.88
FedRepconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0926.61
FedRepconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0924.5
LG-FedAvgconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0921.25
LG-FedAvgconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0920.05
pFedMeconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.0919
pFedMeconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.0918.28
pFedMeconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.0917.94