Image Classification on Fashion-MNIST Dir(0.5) (test)
90.49AccuracyAdapFedAvg
Evaluation results
| Method | Links | |
|---|---|---|
| AdapFedAvgNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 90.49 | |
| FedProxNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 90.48 | |
| FedAvgNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 90.38 | |
| FedFMNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 90.37 | |
| FedCCFANumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 90.31 | |
| DittoNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 90.26 | |
| SCAFFOLDNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 90.22 | |
| FedFMNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 90.21 | |
| FedProxNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 90.15 | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 90.08 | |
| FlashNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 90.04 | |
| FedAvgNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 90.02 | |
| DittoNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 89.93 | |
| FlashNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 89.85 | |
| FedCCFANumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 89.67 | |
| FedDriftNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 89.43 | |
| IFCANumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 88.51 | |
| FedDriftNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 88.29 | |
| FedPACNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 87.5 | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 87.36 | |
| IFCANumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 86.96 | |
| pFedMeNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 85.43 | |
| FedPACNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 85.26 | |
| pFedMeNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 84.77 | |
| FedBABUNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 81.41 | |
| FedRepNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 81.29 | |
| FedBABUNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 80.85 | |
| FedRepNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 33.7 |