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ResearchFormerly WizWand

Image Classification on SVHN (test) (Accuracy)

97.79AccuracyEXACT
55.30666.335577.36588.3945May 19, 2022Jan 3, 2023Aug 21, 2023Apr 6, 2024Nov 22, 2024Jul 9, 2025Feb 24, 2026
Updated 8mo ago

Evaluation results

MethodLinks
EXACTOptimizer=ASAM, Architecture=Wide ResNet 16-82022.0597.79
Cross-entropyOptimizer=SGD, Architecture=Wide ResNet 16-82022.0597.56
EXACTOptimizer=SGD, Architecture=Wide ResNet 16-82022.0597.47
Cross-entropyOptimizer=ASAM, Architecture=Wide ResNet 16-82022.0597.46
HingeOptimizer=SGD, Architecture=Wide ResNet 16-82022.0597.06
EXACTOptimizer=Adam, Architecture=Wide ResNet 16-82022.0596.76
HingeOptimizer=ASAM, Architecture=Wide ResNet 16-82022.0596.34
Cross-entropyOptimizer=Adam, Architecture=Wide ResNet 16-82022.0596.14
HingeOptimizer=Adam, Architecture=Wide ResNet 16-82022.0595.85
ProxyFLalpha=0.5, Labeling Ratio=20%2026.0295.4
ProxyFLalpha=1, Labeling Ratio=20%2026.0295.34
ProxyFLalpha=0.1, Labeling Ratio=20%2026.0295.03
SAGEalpha=1, Labeling Ratio=20%2026.0294.68
FedLabelalpha=1, Labeling Ratio=20%2026.0294.59
SAGEalpha=0.5, Labeling Ratio=20%2026.0294.56
FedDurealpha=0.5, Labeling Ratio=20%2026.0294.42
FedAvg-SLalpha=0.5, Labeling Ratio=20%2026.0294.41
FedAvg-SLalpha=1, Labeling Ratio=20%2026.0294.4
FedLabelalpha=0.5, Labeling Ratio=20%2026.0294.38
FedDurealpha=1, Labeling Ratio=20%2026.0294.37
SAGEalpha=0.1, Labeling Ratio=20%2026.0294.31
FedDBalpha=1, Labeling Ratio=20%2026.0294.27
FixMatch-LPLalpha=1, Labeling Ratio=20%2026.0294.21
FixMatch-GPLalpha=1, Labeling Ratio=20%2026.0294.17
FixMatch-GPLalpha=0.5, Labeling Ratio=20%2026.0294.12
FedAvg-SLalpha=0.1, Labeling Ratio=20%2026.0294.11
FixMatch-LPLalpha=0.5, Labeling Ratio=20%2026.0294.11
FedProx+FixMatchalpha=1, Labeling Ratio=20%2026.0294.05
FedProx+FixMatchalpha=0.5, Labeling Ratio=20%2026.0293.93
FixMatch-GPLalpha=0.1, Labeling Ratio=20%2026.0293.89
FedDurealpha=0.1, Labeling Ratio=20%2026.0293.81
FedMatchalpha=1, Labeling Ratio=20%2026.0293.76
FixMatch-LPLalpha=0.1, Labeling Ratio=20%2026.0293.66
FedProx+FixMatchalpha=0.1, Labeling Ratio=20%2026.0293.6
FedMatchalpha=0.5, Labeling Ratio=20%2026.0293.58
FedLokealpha=1, Labeling Ratio=20%2026.0293.57
FedDBalpha=0.5, Labeling Ratio=20%2026.0293.5
FedLokealpha=0.5, Labeling Ratio=20%2026.0293.45
FedLabelalpha=0.1, Labeling Ratio=20%2026.0293.44
FedLokealpha=0.1, Labeling Ratio=20%2026.0293.26
FedDBalpha=0.1, Labeling Ratio=20%2026.0293.22
FedMatchalpha=0.1, Labeling Ratio=20%2026.0293.01
FedProxalpha=1, Labeling Ratio=20%2026.0291.1
FedAvgalpha=1, Labeling Ratio=20%2026.0289.97
FedAvgalpha=0.5, Labeling Ratio=20%2026.0289.05
FedProxalpha=0.5, Labeling Ratio=20%2026.0288.56
FedAvgalpha=0.1, Labeling Ratio=20%2026.0288.37
FedProxalpha=0.1, Labeling Ratio=20%2026.0287.99
FedAvg+FlexMatchalpha=1, Labeling Ratio=20%2026.0262.19
FedAvg+FlexMatchalpha=0.5, Labeling Ratio=20%2026.0258.58
FedAvg+FlexMatchalpha=0.1, Labeling Ratio=20%2026.0256.94