Class-Incremental Learning on Stanford Cars B0 Inc10
94.45Average Accuracy (A_bar)BOFA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BOFAexemplar-free=true, initialization=CLIP2025.11 | 94.45 | 90.45 | |
| SimpleCILexemplar-free=true, initialization=CLIP2025.11 | 92.04 | 86.85 | |
| RAPFexemplar-free=true, initialization=CLIP2025.11 | 82.89 | 62.85 | |
| ZS-CLIPexemplar-free=true, initialization=CLIP2025.11 | 82.6 | 76.37 | |
| CODA-Promptexemplar-free=true, initialization=CLIP2025.11 | 80.21 | 66.47 | |
| L2Pexemplar-free=true, initialization=CLIP2025.11 | 76.63 | 61.82 | |
| DualPromptexemplar-free=true, initialization=CLIP2025.11 | 76.26 | 62.94 | |
| CoOpexemplar-free=true, initialization=CLIP2025.11 | 36.46 | 21.65 | |
| Finetuneexemplar-free=true, initialization=CLIP2025.11 | 3.14 | 1.1 |