Class-Incremental Learning on Stanford Cars B50 Inc10 (test)
92.33Average Performance (A-bar)SPA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SPABase Classes=50, Increment Size=102026.05 | 92.33 | 91.43 | |
| BOFAexemplar-free=true, initialization=CLIP2025.11 | 92.3 | 90.91 | |
| BOFABase Classes=50, Increment Size=102026.05 | 92.13 | 90.5 | |
| CLG-CBMBase Classes=50, Increment Size=102026.05 | 90.11 | 88.19 | |
| SimpleCILBase Classes=50, Increment Size=102026.05 | 88.96 | 86.85 | |
| SimpleCILexemplar-free=true, initialization=CLIP2025.11 | 88.96 | 86.85 | |
| PROOFBase Classes=50, Increment Size=102026.05 | 88 | 85.58 | |
| ZS-CLIPBase Classes=50, Increment Size=102026.05 | 78.32 | 76.37 | |
| ZS-CLIPexemplar-free=true, initialization=CLIP2025.11 | 78.32 | 76.37 | |
| DualPromptBase Classes=50, Increment Size=102026.05 | 76.88 | 67.55 | |
| DualPromptexemplar-free=true, initialization=CLIP2025.11 | 76.88 | 67.55 | |
| L2PBase Classes=50, Increment Size=102026.05 | 76.37 | 65.64 | |
| L2Pexemplar-free=true, initialization=CLIP2025.11 | 76.37 | 65.64 | |
| RAPFBase Classes=50, Increment Size=102026.05 | 75.87 | 63.19 | |
| RAPFexemplar-free=true, initialization=CLIP2025.11 | 75.87 | 63.19 | |
| CODA-PromptBase Classes=50, Increment Size=102026.05 | 75.06 | 64.19 | |
| CODA-Promptexemplar-free=true, initialization=CLIP2025.11 | 75.06 | 64.19 | |
| CoOpexemplar-free=true, initialization=CLIP2025.11 | 37.4 | 20.87 | |
| Finetuneexemplar-free=true, initialization=CLIP2025.11 | 1.54 | 1.13 |