Class-Incremental Learning on Cars B50 Inc10
29.3FB MetricRAPF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RAPFBase Classes=50, Incremental Step=102026.05 | 29.3 | — | — | |
| CLG-CBMBase Classes=50, Incremental Step=102026.05 | 4.86 | — | — | |
| DualPromptBase Classes=50, Incremental Step=102026.05 | 4.71 | — | — | |
| CODA-PromptBase Classes=50, Incremental Step=102026.05 | 4.59 | — | — | |
| L2PBase Classes=50, Incremental Step=102026.05 | 4.22 | — | — | |
| ZS-CLIPBase Classes=50, Incremental Step=102026.05 | 3.14 | — | — | |
| SimpleCILBase Classes=50, Incremental Step=102026.05 | 2.51 | — | — | |
| PROOFBase Classes=50, Incremental Step=102026.05 | 2.3 | — | — | |
| SPABase Classes=50, Incremental Step=102026.05 | 2.22 | — | — | |
| BOFABase Classes=50, Incremental Step=102026.05 | 2.17 | — | — | |
| AREABackbone=CLIP ViT-B/162026.05 | — | 97.06 | 96.05 | |
| CODA-PromptBackbone=CLIP ViT-B/162026.05 | — | 75.06 | 64.19 | |
| DualPromptBackbone=CLIP ViT-B/162026.05 | — | 76.88 | 67.55 | |
| L2PBackbone=CLIP ViT-B/162026.05 | — | 76.37 | 65.64 | |
| MG-CLIPBackbone=CLIP ViT-B/162026.05 | — | 84.58 | 79.62 | |
| RAPFBackbone=CLIP ViT-B/162026.05 | — | 77.21 | 69.97 | |
| ZS-CLIPBackbone=CLIP ViT-B/162026.05 | — | 78.32 | 76.37 |