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ResearchFormerly WizWand

Image Classification on CINIC-10 under sudden drift and Dir(0.1) 1.0 (test)

46.02Generalized AccuracyFedCCFA
8.559218.284628.0137.7354Oct 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedCCFANumber of clients=100, Sample ratio=20%2024.1046.02
AdapFedAvgNumber of clients=20, Sample ratio=100%2024.1042.43
FedProxNumber of clients=20, Sample ratio=100%2024.1042.27
FedAvgNumber of clients=20, Sample ratio=100%2024.1042.15
FlashNumber of clients=100, Sample ratio=20%2024.1041.4
FlashNumber of clients=20, Sample ratio=100%2024.1041.35
FedCCFANumber of clients=20, Sample ratio=100%2024.1040.94
DittoNumber of clients=100, Sample ratio=20%2024.1040.22
DittoNumber of clients=20, Sample ratio=100%2024.1039.6
FedProxNumber of clients=100, Sample ratio=20%2024.1038.58
FedAvgNumber of clients=100, Sample ratio=20%2024.1037.5
AdapFedAvgNumber of clients=100, Sample ratio=20%2024.1036.98
FedFMNumber of clients=100, Sample ratio=20%2024.1036.84
pFedMeNumber of clients=100, Sample ratio=20%2024.1034.54
SCAFFOLDNumber of clients=100, Sample ratio=20%2024.1034.25
IFCANumber of clients=20, Sample ratio=100%2024.1033.84
FedDriftNumber of clients=100, Sample ratio=20%2024.1032.4
IFCANumber of clients=100, Sample ratio=20%2024.1031.7
FedPACNumber of clients=100, Sample ratio=20%2024.1031.6
FedRepNumber of clients=100, Sample ratio=20%2024.1031.17
FedBABUNumber of clients=100, Sample ratio=20%2024.1030.97
pFedMeNumber of clients=20, Sample ratio=100%2024.1030.77
FedDriftNumber of clients=20, Sample ratio=100%2024.1028.32
FedRepNumber of clients=20, Sample ratio=100%2024.1028.27
SCAFFOLDNumber of clients=20, Sample ratio=100%2024.1027.78
FedBABUNumber of clients=20, Sample ratio=100%2024.1025.8
FedFMNumber of clients=20, Sample ratio=100%2024.1010