Class-Incremental Learning on ImageNet-A B0 Inc20 (test)
72.51Average AccuracyNoFA-BC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NoFA-BCBase classes=0, Incremental step size=202026.05 | 72.51 | 64.06 | |
| EASEBase classes=0, Incremental step size=202026.05 | 65.34 | 55.04 | |
| ACMapBase classes=0, Incremental step size=202026.05 | 65.19 | 56.19 | |
| ACILBase classes=0, Incremental step size=202026.05 | 63.3 | 53.26 | |
| APERBase classes=0, Incremental step size=202026.05 | 60.47 | 49.37 | |
| SimpleCILBase classes=0, Incremental step size=202026.05 | 59.77 | 48.91 | |
| DS-ALBase classes=0, Incremental step size=202026.05 | 56.78 | 53.13 | |
| DualPromptBase classes=0, Incremental step size=202026.05 | 53.71 | 41.67 | |
| CODABase classes=0, Incremental step size=202026.05 | 53.54 | 42.73 | |
| L2PBase classes=0, Incremental step size=202026.05 | 49.39 | 41.71 | |
| Adapter-FTBase classes=0, Incremental step size=202026.05 | 45.41 | 41.1 | |
| LwFBase classes=0, Incremental step size=202026.05 | 37.75 | 26.84 | |
| FinetuneBase classes=0, Incremental step size=202026.05 | 24.28 | 14.51 |