Image Classification on CIFAR10 100 clients (test)
73.21Test AccuracyFedCCFA
Evaluation Results
| Method | Links | |
|---|---|---|
| FedCCFANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 73.21 | |
| FedPACNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 64.73 | |
| DittoNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 63.35 | |
| FlashNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 60.49 | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 58.23 | |
| FedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 58.15 | |
| FedProxNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 57.68 | |
| FedFMNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 57.51 | |
| IFCANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 57.31 | |
| FedDriftNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 57.26 | |
| FedBABUNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 55.29 | |
| FedRepNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 53.3 | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 45.87 | |
| pFedMeNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.10 | 44.15 | |
| pFedHN-PCNumber of clients=100, Backbone=LeNet2021.03 | 0.8809 | |
| pFedHNNumber of clients=100, Backbone=LeNet, Embedding dimension=262021.03 | 0.8797 | |
| pFedMeNumber of clients=100, Backbone=LeNet2021.03 | 0.8523 | |
| LG-FedAvgNumber of clients=100, Backbone=LeNet2021.03 | 0.8149 | |
| FedPerNumber of clients=100, Backbone=LeNet2021.03 | 0.8099 | |
| Per-FedAvgNumber of clients=100, Backbone=LeNet2021.03 | 0.8019 | |
| LocalNumber of clients=100, Backbone=LeNet2021.03 | 0.5932 | |
| FedAvgNumber of clients=100, Backbone=LeNet2021.03 | 0.4412 |