Federated Class-Incremental Learning on TinyImageNet scale-up (Homogeneous)
40.36FAAPRO-MAX
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRO-MAXSetting=Homogeneous2026.06 | 40.36 | 58.74 | 30.84 | 1.19 | |
| PROSetting=Homogeneous2026.06 | 37.42 | 57.16 | 35.72 | 1.14 | |
| FedCBDRSetting=Homogeneous2026.06 | 34.86 | 55.84 | 40.18 | 2.8 | |
| FedSSISetting=Homogeneous2026.06 | 31.94 | 52.56 | 44.91 | 2.15 | |
| HRSetting=Homogeneous2026.06 | 31.25 | 53.94 | 44.36 | 3.2 | |
| FedSpaceSetting=Homogeneous2026.06 | 30.72 | 51.97 | 46.28 | 2.25 | |
| MFCLSetting=Homogeneous2026.06 | 28.73 | 52.08 | 47.91 | 3 | |
| TARGETSetting=Homogeneous2026.06 | 26.84 | 51.12 | 50.68 | 2.8 | |
| FedProtoSetting=Homogeneous2026.06 | 14.92 | 45.03 | 71.36 | 1.08 | |
| FedProxSetting=Homogeneous2026.06 | 7.36 | 43.51 | 84.27 | 1 | |
| FedAvgSetting=Homogeneous2026.06 | 6.28 | 42.72 | 86.14 | 1 |