Image Classification on Fashion-MNIST (sudden drift and Dir(0.1) 1.0 (test))
87.63Accuracy (Generalized)FedCCFA
Evaluation Results
| Method | Links | |
|---|---|---|
| FedCCFANumber of clients=100, Sample ratio=20%2024.10 | 87.63 | |
| FedCCFANumber of clients=20, Sample ratio=100%2024.10 | 85.22 | |
| IFCANumber of clients=100, Sample ratio=20%2024.10 | 82.9 | |
| FedDriftNumber of clients=100, Sample ratio=20%2024.10 | 80.48 | |
| FedPACNumber of clients=100, Sample ratio=20%2024.10 | 79.96 | |
| FedBABUNumber of clients=100, Sample ratio=20%2024.10 | 76.93 | |
| FedRepNumber of clients=100, Sample ratio=20%2024.10 | 76.79 | |
| DittoNumber of clients=100, Sample ratio=20%2024.10 | 73.29 | |
| DittoNumber of clients=20, Sample ratio=100%2024.10 | 72.88 | |
| FedRepNumber of clients=20, Sample ratio=100%2024.10 | 71.49 | |
| pFedMeNumber of clients=100, Sample ratio=20%2024.10 | 71.17 | |
| pFedMeNumber of clients=20, Sample ratio=100%2024.10 | 70.69 | |
| IFCANumber of clients=20, Sample ratio=100%2024.10 | 69.45 | |
| FedPACNumber of clients=20, Sample ratio=100%2024.10 | 69.33 | |
| FlashNumber of clients=100, Sample ratio=20%2024.10 | 68.96 | |
| FedProxNumber of clients=20, Sample ratio=100%2024.10 | 68.43 | |
| FedProxNumber of clients=100, Sample ratio=20%2024.10 | 68.16 | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%2024.10 | 68.07 | |
| FedAvgNumber of clients=100, Sample ratio=20%2024.10 | 68 | |
| FedFMNumber of clients=20, Sample ratio=100%2024.10 | 67.89 | |
| FlashNumber of clients=20, Sample ratio=100%2024.10 | 67.88 | |
| FedBABUNumber of clients=20, Sample ratio=100%2024.10 | 67.8 | |
| FedAvgNumber of clients=20, Sample ratio=100%2024.10 | 67.39 | |
| FedFMNumber of clients=100, Sample ratio=20%2024.10 | 67.29 | |
| AdapFedAvgNumber of clients=20, Sample ratio=100%2024.10 | 66.91 | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%2024.10 | 66.3 | |
| SCAFFOLDNumber of clients=20, Sample ratio=100%2024.10 | 65.98 | |
| FedDriftNumber of clients=20, Sample ratio=100%2024.10 | 63.81 |