Image Classification on CINIC-10 Dir(0.5)
62.96AccuracyFedFM
Evaluation Results
| Method | Links | |
|---|---|---|
| FedFMNumber of clients=20, Sample ratio=100%2024.10 | 62.96 | |
| FedAvgNumber of clients=20, Sample ratio=100%2024.10 | 62.23 | |
| FedProxNumber of clients=20, Sample ratio=100%2024.10 | 62.17 | |
| FedDriftNumber of clients=20, Sample ratio=100%2024.10 | 62.12 | |
| AdapFedAvgNumber of clients=20, Sample ratio=100%2024.10 | 61.96 | |
| FedCCFANumber of clients=20, Sample ratio=100%2024.10 | 61.13 | |
| FlashNumber of clients=20, Sample ratio=100%2024.10 | 61.11 | |
| FlashNumber of clients=100, Sample ratio=20%2024.10 | 60.3 | |
| DittoNumber of clients=20, Sample ratio=100%2024.10 | 59.3 | |
| SCAFFOLDNumber of clients=20, Sample ratio=100%2024.10 | 58.92 | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%2024.10 | 58.8 | |
| FedCCFANumber of clients=100, Sample ratio=20%2024.10 | 58.7 | |
| FedFMNumber of clients=100, Sample ratio=20%2024.10 | 58.66 | |
| FedDriftNumber of clients=100, Sample ratio=20%2024.10 | 58.48 | |
| FedProxNumber of clients=100, Sample ratio=20%2024.10 | 58.4 | |
| FedAvgNumber of clients=100, Sample ratio=20%2024.10 | 58.28 | |
| IFCANumber of clients=100, Sample ratio=20%2024.10 | 57.84 | |
| DittoNumber of clients=100, Sample ratio=20%2024.10 | 56.33 | |
| IFCANumber of clients=20, Sample ratio=100%2024.10 | 48.43 | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%2024.10 | 47.69 | |
| FedPACNumber of clients=100, Sample ratio=20%2024.10 | 47.5 | |
| FedPACNumber of clients=20, Sample ratio=100%2024.10 | 43.83 | |
| pFedMeNumber of clients=20, Sample ratio=100%2024.10 | 43.75 | |
| FedRepNumber of clients=20, Sample ratio=100%2024.10 | 43.63 | |
| pFedMeNumber of clients=100, Sample ratio=20%2024.10 | 41.8 | |
| FedBABUNumber of clients=100, Sample ratio=20%2024.10 | 41.43 | |
| FedBABUNumber of clients=20, Sample ratio=100%2024.10 | 40.74 | |
| FedRepNumber of clients=100, Sample ratio=20%2024.10 | 38.48 |