Federated Class-and-Domain-Incremental Learning on FCDIL
87.3AavgUP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UPHeterogeneity alpha=1.02026.03 | 87.3 | 88.45 | |
| FeDMRAHeterogeneity alpha=1.02026.03 | 85.26 | 83.35 | |
| UPHeterogeneity alpha=0.52026.03 | 83.61 | 86.95 | |
| FeDMRAHeterogeneity alpha=0.52026.03 | 83.57 | 85.79 | |
| Re-FedHeterogeneity alpha=1.02026.03 | 80.74 | 67.72 | |
| iCaRL+FLHeterogeneity alpha=0.52026.03 | 80.53 | 77.49 | |
| Re-FedHeterogeneity alpha=0.52026.03 | 78.41 | 63.45 | |
| DDDRHeterogeneity alpha=1.02026.03 | 60.34 | 36.5 | |
| iCaRL+FLHeterogeneity alpha=1.02026.03 | 55.41 | 55.56 | |
| UACL+FLHeterogeneity alpha=1.02026.03 | 51.93 | 52.52 | |
| UACL+FLHeterogeneity alpha=0.52026.03 | 51.6 | 53.63 | |
| MFCLHeterogeneity alpha=1.02026.03 | 51.12 | 29.16 | |
| DDDRHeterogeneity alpha=0.52026.03 | 41.17 | 14.72 | |
| MFCLHeterogeneity alpha=0.52026.03 | 38.92 | 18.86 |