Image Classification on Fashion-MNIST 20 clients (test)
89.5AccuracyFedCCFA
Evaluation Results
| Method | Links | |
|---|---|---|
| FedCCFANumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 89.5 | |
| IFCANumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 87.02 | |
| FedPACNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 84 | |
| pFedMeNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 82.37 | |
| FedRepNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 81.99 | |
| FedBABUNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 79.83 | |
| FedDriftNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 78.95 | |
| DittoNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 78.51 | |
| SCAFFOLDNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 69.92 | |
| AdapFedAvgNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 69.3 | |
| FedProxNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 69.25 | |
| FedFMNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 68.48 | |
| FedAvgNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 67.81 | |
| FlashNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 10 |