Federated Class-Incremental Learning on FCIL-A
88.62AavgUP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UPHeterogeneity alpha=1.02026.03 | 88.62 | 88.78 | |
| UPHeterogeneity alpha=0.52026.03 | 88.62 | 88.78 | |
| FeDMRAHeterogeneity alpha=1.02026.03 | 83.26 | 86.52 | |
| FeDMRAHeterogeneity alpha=0.52026.03 | 80 | 74.66 | |
| Re-FedHeterogeneity alpha=1.02026.03 | 74.18 | 70.84 | |
| Re-FedHeterogeneity alpha=0.52026.03 | 74.18 | 70.84 | |
| iCaRL+FLHeterogeneity alpha=1.02026.03 | 65.36 | 57.3 | |
| iCaRL+FLHeterogeneity alpha=0.52026.03 | 65.36 | 57.3 | |
| UACL+FLHeterogeneity alpha=1.02026.03 | 54.62 | 49.32 | |
| UACL+FLHeterogeneity alpha=0.52026.03 | 54.62 | 49.32 | |
| DDDRHeterogeneity alpha=1.02026.03 | 51.38 | 30.42 | |
| DDDRHeterogeneity alpha=0.52026.03 | 48.74 | 28.15 | |
| MFCLHeterogeneity alpha=1.02026.03 | 46 | 31.91 | |
| MFCLHeterogeneity alpha=0.52026.03 | 39.25 | 8.37 |