Federated Image Classification on SVHN (test)
98.52PAFedGELA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedGELAparticipation=Full Participation (10, 10), heterogeneity=Dir (beta=0.1)2024.05 | 98.52 | 78.88 | |
| FedAvgparticipation=Full Participation (10, 10), heterogeneity=Dir (beta=0.1)2024.05 | 98.1 | 75.24 | |
| FedGELAparticipation=Partial Participation (50, 10), heterogeneity=Dir (beta=0.2)2024.05 | 96.85 | 89.58 | |
| FedGELAparticipation=Full Participation (10, 10), heterogeneity=Dir (beta=0.5)2024.05 | 96.27 | 93.66 | |
| FedGELAparticipation=Partial Participation (50, 10), heterogeneity=Dir (beta=0.5)2024.05 | 95.54 | 93.29 | |
| FedAvgparticipation=Partial Participation (50, 10), heterogeneity=Dir (beta=0.2)2024.05 | 95.31 | 84.7 | |
| FedGELAparticipation=Full Participation (10, 10), heterogeneity=IID2024.05 | 94.84 | 94.66 | |
| FedGELAparticipation=Partial Participation (50, 10), heterogeneity=IID2024.05 | 94.68 | 93.59 | |
| FedAvgparticipation=Full Participation (10, 10), heterogeneity=Dir (beta=0.5)2024.05 | 93.95 | 91.24 | |
| FedAvgparticipation=Full Participation (10, 10), heterogeneity=IID2024.05 | 93.01 | 92.61 | |
| FedAvgparticipation=Partial Participation (50, 10), heterogeneity=Dir (beta=0.5)2024.05 | 92.7 | 89.29 | |
| FedAvgparticipation=Partial Participation (50, 10), heterogeneity=IID2024.05 | 91.44 | 91.29 |