Image Classification on CIFAR-100 non-IID (alpha=0.1)
66.98AccuracyDeepAFL
Evaluation results
| Method | Links | |
|---|---|---|
| DeepAFLT=202026.02 | 66.98 | |
| DeepAFLT=102026.02 | 65.96 | |
| DeepAFLT=52026.02 | 64.72 | |
| AFL2026.02 | 58.56 | |
| FedDyn2026.02 | 57.55 | |
| FedAvg2026.02 | 56.62 | |
| FedNTD2026.02 | 56.6 | |
| MOON2026.02 | 56.58 | |
| FedGen2026.02 | 56.48 | |
| FedProx2026.02 | 56.45 | |
| FedDisco2026.02 | 55.79 | |
| PFL+Model Type=Personalized Model (PM)2024.01 | 46.82 | |
| FedRoDModel Type=Personalized Model (PM)2024.01 | 45.99 | |
| pFedMeModel Type=Personalized Model (PM)2024.01 | 45.88 | |
| FedRepModel Type=Personalized Model (PM)2024.01 | 45.22 | |
| FedBABUModel Type=Personalized Model (PM)2024.01 | 44.72 | |
| DittoModel Type=Personalized Model (PM)2024.01 | 43.12 | |
| FedProxModel Type=Personalized Model (PM)2024.01 | 41.33 | |
| FedDynModel Type=Personalized Model (PM)2024.01 | 40.92 | |
| FedAvgMModel Type=Personalized Model (PM)2024.01 | 40.85 | |
| PFL+Model Type=Generic Model (GM)2024.01 | 40.67 | |
| FedRoDModel Type=Generic Model (GM)2024.01 | 40.58 | |
| FedDynModel Type=Generic Model (GM)2024.01 | 40.43 | |
| FedRepModel Type=Generic Model (GM)2024.01 | 40.11 | |
| DittoModel Type=Generic Model (GM)2024.01 | 39.61 | |
| FedProxModel Type=Generic Model (GM)2024.01 | 39.55 | |
| FedAvgModel Type=Personalized Model (PM)2024.01 | 39.27 | |
| FedAvgMModel Type=Generic Model (GM)2024.01 | 39.03 | |
| FedAvgModel Type=Generic Model (GM)2024.01 | 38.61 | |
| pFedMeModel Type=Generic Model (GM)2024.01 | 38.22 | |
| FedBABUModel Type=Generic Model (GM)2024.01 | 37.35 |