Class-Incremental Learning on Cars B0 Inc10
28.27Forward Balance (FB)RAPF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RAPFBase Classes=0, Incremental Step=102026.05 | 28.27 | — | — | |
| L2PBase Classes=0, Incremental Step=102026.05 | 7.45 | — | — | |
| DualPromptBase Classes=0, Incremental Step=102026.05 | 7.35 | — | — | |
| CLG-CBMBase Classes=0, Incremental Step=102026.05 | 6.86 | — | — | |
| ZS-CLIPBase Classes=0, Incremental Step=102026.05 | 6.41 | — | — | |
| CODA-PromptBase Classes=0, Incremental Step=102026.05 | 6.14 | — | — | |
| SimpleCILBase Classes=0, Incremental Step=102026.05 | 5.11 | — | — | |
| SPABase Classes=0, Incremental Step=102026.05 | 4.66 | — | — | |
| PROOFBase Classes=0, Incremental Step=102026.05 | 4.48 | — | — | |
| BOFABase Classes=0, Incremental Step=102026.05 | 3.94 | — | — | |
| AREABackbone=CLIP ViT-B/162026.05 | — | 97.77 | 96.17 | |
| CODA-PromptBackbone=CLIP ViT-B/162026.05 | — | 80.21 | 66.47 | |
| DualPromptBackbone=CLIP ViT-B/162026.05 | — | 76.26 | 62.94 | |
| L2PBackbone=CLIP ViT-B/162026.05 | — | 76.63 | 61.82 | |
| MG-CLIPBackbone=CLIP ViT-B/162026.05 | — | 88.21 | 79.73 | |
| RAPFBackbone=CLIP ViT-B/162026.05 | — | 82.79 | 71.22 | |
| ZS-CLIPBackbone=CLIP ViT-B/162026.05 | — | 82.6 | 76.37 |