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ResearchFormerly WizWand

Tumor Detection on Camelyon17 (test)

94.93AccuracyFedAdam
82.533285.751688.9792.1884Oct 8, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedAdamBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.1094.93
FGDRO-KL-AdamBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.1093.99
DR-DSGDBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.1092.7
FGDRO-KLBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.1092.43
SCAFFOLDBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.1088.51
FedAvgBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.1087.23
FedProxBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.1087.03
FGDRO-CVaRBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.1086.67
DRFABackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.1083.01