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ResearchFormerly WizWand

Multi-class classification on FEMNIST realistic non-IID LEAF benchmark (test)

85.2Top-1 AccSuPerFed-MM
2.811224.200645.5966.9794Sep 16, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SuPerFed-MM# clients=730, Backbone=VGG2021.0985.299.16
APFL# clients=730, Backbone=VGG2021.0984.8598.83
SuPerFed-LM# clients=730, Backbone=VGG2021.0983.3698.81
FedProx# clients=730, Backbone=VGG2021.0980.2398.73
FedAvg# clients=730, Backbone=VGG2021.0980.1298.74
SCAFFOLD# clients=730, Backbone=VGG2021.0980.0398.85
FedPer# clients=730, Backbone=VGG2021.0973.7986.39
Ditto# clients=730, Backbone=VGG2021.0964.6181.14
FedRep# clients=730, Backbone=VGG2021.0959.2770.42
LG-FedAvg# clients=730, Backbone=VGG2021.0950.8475.11
pFedMe# clients=730, Backbone=VGG2021.095.9824.64