Image Classification on CATvsDOG (test)
93.6AUCLocalSCGDAM
Evaluation Results
| Method | Links | |
|---|---|---|
| LocalSCGDAMcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 93.6 | |
| LocalSCGDAMcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 93.3 | |
| LocalSCGDAMcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 92.8 | |
| LocalSGDM_RLcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 91.7 | |
| LocalSGDM_RLcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 90.9 | |
| LocalSGDM_RLcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 90.1 | |
| LocalSGDAMcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 89.9 | |
| CoDAcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 89.5 | |
| CoDAcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 89.2 | |
| LocalSGDMcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 88.9 | |
| LocalSGDMcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 88.8 | |
| LocalSGDMcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 88.7 | |
| LocalSGDAMcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 88.4 | |
| LocalSGDAMcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 88.4 | |
| CoDAcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 88.3 |