Image Classification on EMNIST-L (test)
94.81Top-1 AccADABEST
Evaluation Results
| Method | Links | |
|---|---|---|
| ADABESTClient Participation Rate (CP*)=1%, Heterogeneity (α)=IID2022.04 | 94.81 | |
| ADABESTClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.32022.04 | 94.72 | |
| ADABESTClient Participation Rate (CP*)=10%, Heterogeneity (α)=IID2022.04 | 94.7 | |
| ADABESTClient Participation Rate (CP*)=100%, Heterogeneity (α)=IID2022.04 | 94.69 | |
| ADABESTClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.32022.04 | 94.64 | |
| SCAFFOLDClient Participation Rate (CP*)=100%, Heterogeneity (α)=IID2022.04 | 94.63 | |
| ADABESTClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.032022.04 | 94.62 | |
| SCAFFOLDClient Participation Rate (CP*)=10%, Heterogeneity (α)=IID2022.04 | 94.62 | |
| SCAFFOLDClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.32022.04 | 94.54 | |
| SCAFFOLDClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.32022.04 | 94.53 | |
| ADABESTClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.032022.04 | 94.49 | |
| SCAFFOLDClient Participation Rate (CP*)=1%, Heterogeneity (α)=IID2022.04 | 94.48 | |
| FEDAVGClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.32022.04 | 94.47 | |
| ADABESTClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.32022.04 | 94.4 | |
| SCAFFOLDClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.032022.04 | 94.38 | |
| FEDDYNClient Participation Rate (CP*)=100%, Heterogeneity (α)=IID2022.04 | 94.37 | |
| SCAFFOLDClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.32022.04 | 94.34 | |
| FEDAVGClient Participation Rate (CP*)=10%, Heterogeneity (α)=IID2022.04 | 94.32 | |
| SCAFFOLDClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.032022.04 | 94.29 | |
| FEDAVGClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.032022.04 | 94.28 | |
| FEDDYNClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.32022.04 | 94.23 | |
| FEDDYNClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.032022.04 | 94.18 | |
| ADABESTClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.032022.04 | 94.06 | |
| FEDAVGClient Participation Rate (CP*)=100%, Heterogeneity (α)=IID2022.04 | 94.06 | |
| FEDAVGClient Participation Rate (CP*)=1%, Heterogeneity (α)=IID2022.04 | 94.04 | |
| FEDAVGClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.32022.04 | 94.04 | |
| SCAFFOLDClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.032022.04 | 93.99 | |
| FEDAVGClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.32022.04 | 93.99 | |
| FEDDYNClient Participation Rate (CP*)=10%, Heterogeneity (α)=IID2022.04 | 93.6 | |
| FEDAVGClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.032022.04 | 93.58 | |
| FEDDYNClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.032022.04 | 93.57 | |
| FEDDYNClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.32022.04 | 93.54 | |
| FEDAVGClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.032022.04 | 93.36 | |
| FEDDYNClient Participation Rate (CP*)=1%, Heterogeneity (α)=IID2022.04 | 92.89 | |
| FEDDYNClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.32022.04 | 92.64 | |
| FEDDYNClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.032022.04 | 92.42 |