Image Classification on CIFAR-10 long-tailed imbalance (test)
87.95AccuracySFM
Evaluation Results
| Method | Links | |
|---|---|---|
| SFMimbalance ratio (ρ)=102025.11 | 87.95 | |
| SFMimbalance ratio (ρ)=502025.11 | 83.86 | |
| SFMimbalance ratio (ρ)=1002025.11 | 80.99 | |
| CReFFimbalance ratio (ρ)=102025.11 | 80.71 | |
| CCVRimbalance ratio (ρ)=102025.11 | 78.48 | |
| Ratio Lossimbalance ratio (ρ)=102025.11 | 78.14 | |
| FedNovaimbalance ratio (ρ)=102025.11 | 77.79 | |
| FedBEimbalance ratio (ρ)=102025.11 | 77.78 | |
| FedAvgimbalance ratio (ρ)=102025.11 | 77.45 | |
| FedProximbalance ratio (ρ)=102025.11 | 76.53 | |
| FedDFimbalance ratio (ρ)=102025.11 | 76.51 | |
| Fed-Focal Lossimbalance ratio (ρ)=102025.11 | 73.74 | |
| CReFFimbalance ratio (ρ)=502025.11 | 73.08 | |
| FedAvg+τ−normimbalance ratio (ρ)=102025.11 | 72.08 | |
| CCVRimbalance ratio (ρ)=502025.11 | 71.89 | |
| FedAvgMimbalance ratio (ρ)=102025.11 | 70.81 | |
| CReFFimbalance ratio (ρ)=1002025.11 | 70.55 | |
| CCVRimbalance ratio (ρ)=1002025.11 | 69.53 | |
| Ratio Lossimbalance ratio (ρ)=502025.11 | 64.77 | |
| FedNovaimbalance ratio (ρ)=502025.11 | 63.91 | |
| FedProximbalance ratio (ρ)=502025.11 | 60.89 | |
| Ratio Lossimbalance ratio (ρ)=1002025.11 | 59.75 | |
| FedBEimbalance ratio (ρ)=502025.11 | 59.55 | |
| FedAvgimbalance ratio (ρ)=502025.11 | 59.36 | |
| FedDFimbalance ratio (ρ)=502025.11 | 58.74 | |
| FedNovaimbalance ratio (ρ)=1002025.11 | 57.79 | |
| Fed-Focal Lossimbalance ratio (ρ)=502025.11 | 57.42 | |
| FedAvgMimbalance ratio (ρ)=502025.11 | 57.11 | |
| FedProximbalance ratio (ρ)=1002025.11 | 56.92 | |
| FedAvgimbalance ratio (ρ)=1002025.11 | 56.17 | |
| FedBEimbalance ratio (ρ)=1002025.11 | 55.79 | |
| FedDFimbalance ratio (ρ)=1002025.11 | 55.15 | |
| Fed-Focal Lossimbalance ratio (ρ)=1002025.11 | 53.83 | |
| FedAvgMimbalance ratio (ρ)=1002025.11 | 52.03 | |
| FedAvg+τ−normimbalance ratio (ρ)=502025.11 | 51.41 | |
| FedAvg+τ−normimbalance ratio (ρ)=1002025.11 | 49.95 |