Class-Incremental Learning on FGVC-Aircraft B0 Inc10 (test)
71.57Average Performance (A-bar)SPA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SPABase Classes=0, Increment Size=102026.05 | 71.57 | 61.51 | |
| AREABackbone=CLIP ViT-B/162026.05 | 71.03 | 61.78 | |
| BOFABase Classes=0, Increment Size=102026.05 | 70.96 | 60.43 | |
| CLG-CBMBase Classes=0, Increment Size=102026.05 | 66.05 | 55.93 | |
| PROOFBase Classes=0, Increment Size=102026.05 | 63.81 | 56.14 | |
| SimpleCILBase Classes=0, Increment Size=102026.05 | 59.24 | 48.09 | |
| RAPFBase Classes=0, Increment Size=102026.05 | 50.38 | 23.61 | |
| RAPFBackbone=CLIP ViT-B/162026.05 | 50.38 | 23.61 | |
| MG-CLIPBackbone=CLIP ViT-B/162026.05 | 48.33 | 32.34 | |
| L2PBase Classes=0, Increment Size=102026.05 | 47.19 | 28.29 | |
| L2PBackbone=CLIP ViT-B/162026.05 | 47.19 | 28.29 | |
| CODA-PromptBase Classes=0, Increment Size=102026.05 | 45.98 | 27.69 | |
| CODA-PromptBackbone=CLIP ViT-B/162026.05 | 45.98 | 27.69 | |
| DualPromptBase Classes=0, Increment Size=102026.05 | 44.3 | 25.83 | |
| DualPromptBackbone=CLIP ViT-B/162026.05 | 44.3 | 25.83 | |
| ZS-CLIPBase Classes=0, Increment Size=102026.05 | 26.66 | 17.22 | |
| ZS-CLIPBackbone=CLIP ViT-B/162026.05 | 26.66 | 17.22 |