Class-Incremental Learning on ImageNet-R B0 Inc20 (test)
85.63Average Performance (A-bar)SPA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SPABase Classes=0, Increment Size=202026.05 | 85.63 | 79.08 | |
| CLG-CBMBase Classes=0, Increment Size=202026.05 | 84.64 | 78.5 | |
| BOFABase Classes=0, Increment Size=202026.05 | 84.53 | 78.77 | |
| PROOFBase Classes=0, Increment Size=202026.05 | 83.84 | 78.4 | |
| NoFA-BCBase classes=0, Incremental step size=202026.05 | 83.61 | 77.75 | |
| ZS-CLIPBase Classes=0, Increment Size=202026.05 | 83.37 | 77.17 | |
| EASEBase classes=0, Incremental step size=202026.05 | 81.74 | 76.17 | |
| RAPFBase Classes=0, Increment Size=202026.05 | 81.26 | 70.48 | |
| SimpleCILBase Classes=0, Increment Size=202026.05 | 81.06 | 74.48 | |
| ACMapBase classes=0, Incremental step size=202026.05 | 79.94 | 74.28 | |
| CODABase classes=0, Incremental step size=202026.05 | 77.97 | 72.27 | |
| CODA-PromptBase Classes=0, Increment Size=202026.05 | 77.69 | 68.95 | |
| DualPromptBase Classes=0, Increment Size=202026.05 | 76.21 | 66.65 | |
| L2PBase Classes=0, Increment Size=202026.05 | 75.97 | 66.52 | |
| APERBase classes=0, Incremental step size=202026.05 | 75.82 | 67.95 | |
| L2PBase classes=0, Incremental step size=202026.05 | 75.46 | 69.77 | |
| ACILBase classes=0, Incremental step size=202026.05 | 75.17 | 68.4 | |
| DS-ALBase classes=0, Incremental step size=202026.05 | 73.88 | 68.13 | |
| DualPromptBase classes=0, Incremental step size=202026.05 | 73.1 | 67.18 | |
| SimpleCILBase classes=0, Incremental step size=202026.05 | 61.26 | 54.55 | |
| Adapter-FTBase classes=0, Incremental step size=202026.05 | 58.17 | 52.39 | |
| LwFBase classes=0, Incremental step size=202026.05 | 45.72 | 34.17 | |
| FinetuneBase classes=0, Incremental step size=202026.05 | 32.31 | 22.78 |