Image Classification on Fashion-MNIST 100 clients (test)
89.39AccuracyFedCCFA
Evaluation Results
| Method | Links | |
|---|---|---|
| FedCCFANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 89.39 | |
| IFCANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 88.25 | |
| FedDriftNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 87.75 | |
| FedPACNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 87.24 | |
| FedBABUNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 81.68 | |
| FedRepNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 81.07 | |
| DittoNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 79.62 | |
| pFedMeNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 77.66 | |
| FlashNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 71.16 | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 69.66 | |
| FedFMNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 69.12 | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 68.86 | |
| FedProxNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 68.47 | |
| FedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 68.15 |