Image Classification on CINIC-10 under sudden drift and Dir(0.1) 1.0 (test)
46.02Generalized AccuracyFedCCFA
Evaluation Results
| Method | Links | |
|---|---|---|
| FedCCFANumber of clients=100, Sample ratio=20%2024.10 | 46.02 | |
| AdapFedAvgNumber of clients=20, Sample ratio=100%2024.10 | 42.43 | |
| FedProxNumber of clients=20, Sample ratio=100%2024.10 | 42.27 | |
| FedAvgNumber of clients=20, Sample ratio=100%2024.10 | 42.15 | |
| FlashNumber of clients=100, Sample ratio=20%2024.10 | 41.4 | |
| FlashNumber of clients=20, Sample ratio=100%2024.10 | 41.35 | |
| FedCCFANumber of clients=20, Sample ratio=100%2024.10 | 40.94 | |
| DittoNumber of clients=100, Sample ratio=20%2024.10 | 40.22 | |
| DittoNumber of clients=20, Sample ratio=100%2024.10 | 39.6 | |
| FedProxNumber of clients=100, Sample ratio=20%2024.10 | 38.58 | |
| FedAvgNumber of clients=100, Sample ratio=20%2024.10 | 37.5 | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%2024.10 | 36.98 | |
| FedFMNumber of clients=100, Sample ratio=20%2024.10 | 36.84 | |
| pFedMeNumber of clients=100, Sample ratio=20%2024.10 | 34.54 | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%2024.10 | 34.25 | |
| IFCANumber of clients=20, Sample ratio=100%2024.10 | 33.84 | |
| FedDriftNumber of clients=100, Sample ratio=20%2024.10 | 32.4 | |
| IFCANumber of clients=100, Sample ratio=20%2024.10 | 31.7 | |
| FedPACNumber of clients=100, Sample ratio=20%2024.10 | 31.6 | |
| FedRepNumber of clients=100, Sample ratio=20%2024.10 | 31.17 | |
| FedBABUNumber of clients=100, Sample ratio=20%2024.10 | 30.97 | |
| pFedMeNumber of clients=20, Sample ratio=100%2024.10 | 30.77 | |
| FedDriftNumber of clients=20, Sample ratio=100%2024.10 | 28.32 | |
| FedRepNumber of clients=20, Sample ratio=100%2024.10 | 28.27 | |
| SCAFFOLDNumber of clients=20, Sample ratio=100%2024.10 | 27.78 | |
| FedBABUNumber of clients=20, Sample ratio=100%2024.10 | 25.8 | |
| FedFMNumber of clients=20, Sample ratio=100%2024.10 | 10 |