Federated Image Classification on TinyImageNet (95% target accuracy, test)
1Communication RoundsProposed
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ProposedOverlap=0.2, Dirichlet α=0.7, FL Alg.=FedACG2024.10 | 1 | 113.6 | 1.43 | — | — | |
| ProposedOverlap=0.0, Dirichlet α=0.3, FL Alg.=SCAFFOLD2024.10 | 1 | 113.6 | 1.43 | — | — | |
| Average (Baseline)Overlap=0.2, Dirichlet α=0.7, FL Alg.=FedACG2024.10 | 7 | 795.1 | 10 | 7 | 61.1 | |
| Previous (Baseline)Overlap=0.2, Dirichlet α=0.7, FL Alg.=FedACG2024.10 | 11 | 1,249.4 | 15.72 | 11 | 139.6 | |
| Previous (Baseline)Overlap=0.0, Dirichlet α=0.3, FL Alg.=SCAFFOLD2024.10 | 14 | 1,590.2 | 20 | 14 | 85.7 | |
| Average (Baseline)Overlap=0.0, Dirichlet α=0.3, FL Alg.=SCAFFOLD2024.10 | 28 | 3,180.4 | 40.01 | 28 | 243.5 | |
| Continuous (Baseline)Overlap=0.2, Dirichlet α=0.7, FL Alg.=FedACG2024.10 | 55 | 6,247.2 | 78.59 | 55 | 542.4 | |
| Continuous (Baseline)Overlap=0.0, Dirichlet α=0.3, FL Alg.=SCAFFOLD2024.10 | 150 | 17,037.7 | 214.33 | 150 | 867.1 |