Image Classification on Fashion-MNIST Dir(0.5)
90.57AccuracyFedAvg
Evaluation Results
| Method | Links | |
|---|---|---|
| FedAvgNumber of clients=20, Sample ratio=100%2024.10 | 90.57 | |
| AdapFedAvgNumber of clients=20, Sample ratio=100%2024.10 | 90.42 | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%2024.10 | 90.39 | |
| FedDriftNumber of clients=20, Sample ratio=100%2024.10 | 90.38 | |
| SCAFFOLDNumber of clients=20, Sample ratio=100%2024.10 | 90.33 | |
| DittoNumber of clients=20, Sample ratio=100%2024.10 | 90.33 | |
| FedDriftNumber of clients=100, Sample ratio=20%2024.10 | 90.33 | |
| FedProxNumber of clients=20, Sample ratio=100%2024.10 | 90.29 | |
| FedAvgNumber of clients=100, Sample ratio=20%2024.10 | 90.22 | |
| FedProxNumber of clients=100, Sample ratio=20%2024.10 | 90.22 | |
| FedFMNumber of clients=100, Sample ratio=20%2024.10 | 90.2 | |
| FlashNumber of clients=20, Sample ratio=100%2024.10 | 90.19 | |
| FedFMNumber of clients=20, Sample ratio=100%2024.10 | 90.03 | |
| FlashNumber of clients=100, Sample ratio=20%2024.10 | 89.94 | |
| FedCCFANumber of clients=20, Sample ratio=100%2024.10 | 89.81 | |
| FedCCFANumber of clients=100, Sample ratio=20%2024.10 | 89.74 | |
| DittoNumber of clients=100, Sample ratio=20%2024.10 | 89.73 | |
| IFCANumber of clients=100, Sample ratio=20%2024.10 | 88.61 | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%2024.10 | 87.72 | |
| FedPACNumber of clients=100, Sample ratio=20%2024.10 | 87.61 | |
| IFCANumber of clients=20, Sample ratio=100%2024.10 | 86.99 | |
| pFedMeNumber of clients=20, Sample ratio=100%2024.10 | 85.06 | |
| FedPACNumber of clients=20, Sample ratio=100%2024.10 | 85.01 | |
| pFedMeNumber of clients=100, Sample ratio=20%2024.10 | 84.81 | |
| FedRepNumber of clients=20, Sample ratio=100%2024.10 | 81.7 | |
| FedBABUNumber of clients=100, Sample ratio=20%2024.10 | 80.69 | |
| FedRepNumber of clients=100, Sample ratio=20%2024.10 | 80.39 | |
| FedBABUNumber of clients=20, Sample ratio=100%2024.10 | 76.83 |