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ResearchFormerly WizWand

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

52.9Top-5 AccSuPerFed-LM
4.17616.825529.47542.1245Sep 16, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SuPerFed-LMconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0952.9
SuPerFed-MMconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0950.07
SuPerFed-MMconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.0949.86
SuPerFed-MMconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.0949.73
SuPerFed-LMconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.0949.29
SuPerFed-LMconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.0948.98
FedProxconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.0948.97
FedAvgconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.0948.9
FedAvgconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.0948.9
SCAFFOLDconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.0948.77
SCAFFOLDconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.0948.27
FedProxconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.0947.73
FedProxconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0947.37
FedAvgconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0946.61
SCAFFOLDconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0946.54
APFLconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0946.36
Dittoconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.0943.84
Dittoconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.0943.11
Dittoconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0941.98
APFLconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.0934.74
APFLconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.0934.23
FedPerconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0921.9
FedRepconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0918.67
LG-FedAvgconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.0914.7
FedPerconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.0911.1
LG-FedAvgconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.099.86
FedPerconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.099.63
LG-FedAvgconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.099.25
FedRepconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.099.23
FedRepconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.098.09
pFedMeconcentration (alpha)=10, # clients=200, Backbone=MobileNet2021.098.01
pFedMeconcentration (alpha)=100, # clients=200, Backbone=MobileNet2021.097.69
pFedMeconcentration (alpha)=1, # clients=200, Backbone=MobileNet2021.096.05