Image Classification on CIFAR-100 (test) (Average Test Accuracy)
63.33Accuracy (Test)SoHip
Evaluation results
| Method | Links | |
|---|---|---|
| SoHipNumber of clients (N)=100, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 63.33 | |
| FedMRLNumber of clients (N)=100, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 60.26 | |
| SoHipNumber of clients (N)=200, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 54.33 | |
| StandaloneNumber of clients (N)=100, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 53.59 | |
| FedProtoNumber of clients (N)=100, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 53.54 | |
| FedRALNumber of clients (N)=100, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 53.32 | |
| SoHipNumber of clients (N)=300, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 50.1 | |
| pFedESNumber of clients (N)=100, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 50.02 | |
| FedMRLNumber of clients (N)=200, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 48.77 | |
| FedSSANumber of clients (N)=100, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 47.39 | |
| StandaloneNumber of clients (N)=200, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 47.35 | |
| pFedESNumber of clients (N)=200, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 46.71 | |
| FedRALNumber of clients (N)=200, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 45.56 | |
| FedProtoNumber of clients (N)=200, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 45.25 | |
| FedRALNumber of clients (N)=300, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 44.62 | |
| FedProtoNumber of clients (N)=300, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 43.9 | |
| FedSSANumber of clients (N)=200, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 42.98 | |
| StandaloneNumber of clients (N)=300, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 42.92 | |
| pFedESNumber of clients (N)=300, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 42.44 | |
| FedMRLNumber of clients (N)=300, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 42.39 | |
| FedSSANumber of clients (N)=300, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 41.04 | |
| FedKDNumber of clients (N)=100, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 35.39 | |
| FedKDNumber of clients (N)=200, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 29.86 | |
| FedKDNumber of clients (N)=300, Client participation rate (C)=10%, Data partition strategy=pathological label-skew2026.03 | 26.56 |