Federated Domain-Incremental Learning on FDIL
84.1AavgUP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UPHeterogeneity alpha=1.02026.03 | 84.1 | 89.18 | |
| UPHeterogeneity alpha=0.52026.03 | 84.1 | 89.18 | |
| FeDMRAHeterogeneity alpha=1.02026.03 | 82.71 | 87.64 | |
| Re-FedHeterogeneity alpha=1.02026.03 | 81.66 | 87.48 | |
| DDDRHeterogeneity alpha=1.02026.03 | 77.56 | 69.05 | |
| DDDRHeterogeneity alpha=0.52026.03 | 76.01 | 72.3 | |
| FeDMRAHeterogeneity alpha=0.52026.03 | 75.83 | 79.02 | |
| MFCLHeterogeneity alpha=0.52026.03 | 75.5 | 68.48 | |
| MFCLHeterogeneity alpha=1.02026.03 | 74.02 | 64.82 | |
| Re-FedHeterogeneity alpha=0.52026.03 | 73.85 | 79.27 | |
| iCaRL+FLHeterogeneity alpha=1.02026.03 | 64.57 | 70.96 | |
| iCaRL+FLHeterogeneity alpha=0.52026.03 | 64.57 | 70.96 | |
| UACL+FLHeterogeneity alpha=1.02026.03 | 51.21 | 36.53 | |
| UACL+FLHeterogeneity alpha=0.52026.03 | 51.21 | 46.05 |