Image Classification on Fashion-MNIST (Gini coefficient)
0.4954Gini CoefficientFedRep
Evaluation Results
| Method | Links | |
|---|---|---|
| FedRepData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.05 | 0.4954 | |
| RDFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.05 | 0.4045 | |
| FibFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.05 | 0.3966 | |
| FibFL+Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.05 | 0.3928 | |
| FibFL++Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.05 | 0.3084 | |
| RDFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.05 | 0.1311 | |
| FibFL+Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.05 | 0.1263 | |
| FibFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.05 | 0.1146 | |
| RDFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.05 | 0.1113 | |
| FibFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.05 | 0.1068 | |
| FibFL+Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.05 | 0.1061 | |
| FedRepData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.05 | 0.0975 | |
| FedRepData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.05 | 0.0925 | |
| FibFL++Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.05 | 0.0898 | |
| FibFL++Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.05 | 0.0761 | |
| FedAvgData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.05 | 0.0445 | |
| FedAvgData Distribution Scenario=Label-skew, Label-skew K=12026.05 | 0.0426 | |
| FibFL+Data Distribution Scenario=Label-skew, Label-skew K=22026.05 | 0.0365 | |
| FibFLData Distribution Scenario=Label-skew, Label-skew K=22026.05 | 0.0346 | |
| FibFL+Data Distribution Scenario=Label-skew, Label-skew K=12026.05 | 0.0326 | |
| FibFLData Distribution Scenario=Label-skew, Label-skew K=32026.05 | 0.0325 | |
| FibFL+Data Distribution Scenario=Label-skew, Label-skew K=32026.05 | 0.0313 | |
| FibFL++Data Distribution Scenario=Label-skew, Label-skew K=12026.05 | 0.0304 | |
| FibFLData Distribution Scenario=Label-skew, Label-skew K=12026.05 | 0.0299 | |
| RDFLData Distribution Scenario=Label-skew, Label-skew K=22026.05 | 0.0295 | |
| FedAvgData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.05 | 0.0294 | |
| FedAvgData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.05 | 0.029 | |
| FibFL++Data Distribution Scenario=Label-skew, Label-skew K=22026.05 | 0.0268 | |
| FedAvgData Distribution Scenario=Label-skew, Label-skew K=22026.05 | 0.0259 | |
| RDFLData Distribution Scenario=Label-skew, Label-skew K=32026.05 | 0.0251 | |
| FedRepData Distribution Scenario=Label-skew, Label-skew K=22026.05 | 0.0238 | |
| RDFLData Distribution Scenario=Label-skew, Label-skew K=12026.05 | 0.0237 | |
| FibFL++Data Distribution Scenario=Label-skew, Label-skew K=32026.05 | 0.0226 | |
| FedRepData Distribution Scenario=Label-skew, Label-skew K=12026.05 | 0.0208 | |
| FedRepData Distribution Scenario=Label-skew, Label-skew K=32026.05 | 0.02 | |
| FibFLData Distribution Scenario=IID2026.05 | 0.0158 | |
| FedAvgData Distribution Scenario=Label-skew, Label-skew K=32026.05 | 0.0143 | |
| FibFL++Data Distribution Scenario=IID2026.05 | 0.0085 | |
| RDFLData Distribution Scenario=IID2026.05 | 0.0075 | |
| FibFL+Data Distribution Scenario=IID2026.05 | 0.0073 | |
| FedAvgData Distribution Scenario=IID2026.05 | 0.005 | |
| FedRepData Distribution Scenario=IID2026.05 | 0.0043 |