Image Classification on CINIC-10 Dir(0.5) (test)
62.56AccuracyFedFM
Evaluation results
| Method | Links | |
|---|---|---|
| FedFMNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 62.56 | |
| FedProxNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 62.4 | |
| FedAvgNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 62.16 | |
| AdapFedAvgNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 62.05 | |
| FlashNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 61.12 | |
| FedCCFANumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 60.86 | |
| FlashNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 59.72 | |
| FedCCFANumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 59.18 | |
| SCAFFOLDNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 58.86 | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 58.72 | |
| FedAvgNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 58.66 | |
| FedFMNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 58.66 | |
| DittoNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 58.63 | |
| FedProxNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 58.45 | |
| IFCANumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 57.9 | |
| FedDriftNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 56.92 | |
| DittoNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 55.83 | |
| IFCANumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 51.35 | |
| FedPACNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 47.28 | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 46.64 | |
| FedPACNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 44.92 | |
| FedRepNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 43.64 | |
| FedBABUNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 41.44 | |
| pFedMeNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 41.34 | |
| FedBABUNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 41.33 | |
| FedRepNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 38.6 | |
| FedDriftNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 36.91 | |
| pFedMeNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 32.61 |