Federated Domain-Incremental Learning on VLCS
54.92ACCSPECIAL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPECIALMemory usage type=Memory-free, Backbone=ResNet-182026.01 | 54.92 | -0.11 | — | — | |
| FLwF-2TMemory usage type=Memory-free, Backbone=ResNet-182026.01 | 53.24 | -0.32 | — | — | |
| pFedDILMemory usage type=Memory-free, Backbone=ResNet-182026.01 | 52.44 | -8.71 | — | — | |
| SPECIAL-CMemory usage type=Memory-free, Backbone=ResNet-182026.01 | 51.17 | -8.98 | — | — | |
| FedCILMemory usage type=Memory-based, Backbone=ResNet-182026.01 | 48.84 | -8.88 | — | — | |
| SR-FDILMemory usage type=Memory-based, Backbone=ResNet-182026.01 | 48.71 | -3.22 | — | — | |
| MFCLMemory usage type=Memory-based, Backbone=ResNet-182026.01 | 42.89 | -11.03 | — | — | |
| FedCILMemory Category=Memory-based2026.01 | — | — | 65 | 382.2 | |
| FLwF-2TMemory Category=Memory-free2026.01 | — | — | 59 | 291.4 | |
| MFCLMemory Category=Memory-based2026.01 | — | — | 71 | 491.46 | |
| pFedDILMemory Category=Memory-free2026.01 | — | — | 69 | 519.31 | |
| SPECIAL (ours)Memory Category=Memory-free2026.01 | — | — | 55 | 294.76 | |
| SPECIAL-CMemory Category=Memory-free2026.01 | — | — | 61 | 283.86 | |
| SR-FDILMemory Category=Memory-based2026.01 | — | — | 62 | 313.21 |