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ResearchFormerly WizWand

Image Classification on Melanoma (test)

0.88AUCLocalSCGDAM
0.714640.757570.80050.84343Apr 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LocalSCGDAMcommunication period (p)=8, Backbone=DenseNet121, Batch size=162023.040.88
LocalSCGDAMcommunication period (p)=4, Backbone=DenseNet121, Batch size=162023.040.876
LocalSCGDAMcommunication period (p)=16, Backbone=DenseNet121, Batch size=162023.040.87
LocalSGDMcommunication period (p)=4, Backbone=DenseNet121, Batch size=162023.040.774
LocalSGDM_RLcommunication period (p)=16, Backbone=DenseNet121, Batch size=162023.040.773
LocalSGDMcommunication period (p)=8, Backbone=DenseNet121, Batch size=162023.040.766
LocalSGDMcommunication period (p)=16, Backbone=DenseNet121, Batch size=162023.040.75
LocalSGDM_RLcommunication period (p)=4, Backbone=DenseNet121, Batch size=162023.040.737
CoDAcommunication period (p)=4, Backbone=DenseNet121, Batch size=162023.040.734
LocalSGDAMcommunication period (p)=4, Backbone=DenseNet121, Batch size=162023.040.73
LocalSGDAMcommunication period (p)=8, Backbone=DenseNet121, Batch size=162023.040.729
CoDAcommunication period (p)=16, Backbone=DenseNet121, Batch size=162023.040.725
CoDAcommunication period (p)=8, Backbone=DenseNet121, Batch size=162023.040.721
LocalSGDAMcommunication period (p)=16, Backbone=DenseNet121, Batch size=162023.040.721
LocalSGDM_RLcommunication period (p)=8, Backbone=DenseNet121, Batch size=162023.040.721