Federated Domain-Incremental Learning on Digit-10
62.12ACCSPECIAL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPECIALMemory usage type=Memory-free, Backbone=ResNet-182026.01 | 62.12 | -21.78 | — | — | |
| SR-FDILMemory usage type=Memory-based, Backbone=ResNet-182026.01 | 61.63 | -36.38 | — | — | |
| MFCLMemory usage type=Memory-based, Backbone=ResNet-182026.01 | 61.15 | -19.58 | — | — | |
| FedCILMemory usage type=Memory-based, Backbone=ResNet-182026.01 | 50.95 | -27.56 | — | — | |
| SPECIAL-CMemory usage type=Memory-free, Backbone=ResNet-182026.01 | 50.61 | -16.42 | — | — | |
| FLwF-2TMemory usage type=Memory-free, Backbone=ResNet-182026.01 | 47.39 | -33.02 | — | — | |
| pFedDILMemory usage type=Memory-free, Backbone=ResNet-182026.01 | 46.17 | -20.21 | — | — | |
| FedCILMemory Category=Memory-based2026.01 | — | — | 68 | 523.16 | |
| FLwF-2TMemory Category=Memory-free2026.01 | — | — | 67 | 247.9 | |
| MFCLMemory Category=Memory-based2026.01 | — | — | 77 | 969.01 | |
| pFedDILMemory Category=Memory-free2026.01 | — | — | 76 | 699.43 | |
| SPECIAL (ours)Memory Category=Memory-free2026.01 | — | — | 63 | 200.66 | |
| SPECIAL-CMemory Category=Memory-free2026.01 | — | — | 74 | 518.26 | |
| SR-FDILMemory Category=Memory-based2026.01 | — | — | 71 | 357.34 |