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ResearchFormerly WizWand

Federated Out-of-Distribution Detection on CIFAR-100 (ID) vs LSUN-C (OOD) (test)

36.4FPR@95FedAvg+FOOGD
34.579646.867359.15571.4427Oct 15, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedAvg+FOOGDalpha=0.12024.1036.491.41
FedRoD+FOOGDalpha=0.52024.1045.1989.59
FedAvg+FOOGDalpha=0.52024.1055.786.42
FedAvg+FOOGDalpha=52024.1057.784.03
FedRoD+FOOGDalpha=0.12024.1058.8186.07
FOSTERalpha=0.12024.1061.2575.44
FedICONalpha=0.12024.1061.3677.12
FedTHEalpha=0.12024.1064.7375.16
FedRoD+FOOGDalpha=52024.1065.1880.47
FedATOLalpha=0.12024.1065.2681.64
FedRoDalpha=0.12024.1066.3473.02
FedLNalpha=0.12024.1066.9474.82
FedLNalpha=0.52024.1068.3173.41
FedLNalpha=52024.1069.1875.87
FedICONalpha=0.52024.1069.9971.03
FedATOLalpha=0.52024.1070.179.27
FedRoDalpha=0.52024.1070.1369.48
FedICONalpha=52024.1070.9170.84
FedTHEalpha=52024.1071.4369.01
FedIIRalpha=52024.1072.5769.07
FedAvgalpha=52024.1072.6870.59
FedT3Aalpha=52024.1072.7770.44
FedAvgalpha=0.52024.1072.8470.86
FedT3Aalpha=0.52024.1072.8670.88
FedTHEalpha=0.52024.1072.9569.38
FOSTERalpha=0.52024.1073.2668.71
FedRoDalpha=52024.1074.8667.76
FOSTERalpha=52024.1076.9465.47
FedIIRalpha=0.52024.1077.6265.87
FedAvgalpha=0.12024.1078.3567.16
FedT3Aalpha=0.12024.1078.3667.22
FedATOLalpha=52024.1080.2760.51
FedIIRalpha=0.12024.1081.9163.99