Class-Incremental Learning on ImageNet-R B100 Inc20
82.83Average PerformanceAREA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AREABackbone=CLIP ViT-B/162026.05 | 82.83 | 81.03 | — | |
| BOFAexemplar-free=true, initialization=CLIP2025.11 | 81.72 | — | 79.83 | |
| RAPFBackbone=CLIP ViT-B/162026.05 | 79.61 | 75.92 | — | |
| ZS-CLIPBackbone=CLIP ViT-B/162026.05 | 79.57 | 77.17 | — | |
| ZS-CLIPexemplar-free=true, initialization=CLIP2025.11 | 79.57 | — | 77.17 | |
| SimpleCILexemplar-free=true, initialization=CLIP2025.11 | 76.84 | — | 74.48 | |
| RAPFexemplar-free=true, initialization=CLIP2025.11 | 76.1 | — | 70.23 | |
| CODA-PromptBackbone=CLIP ViT-B/162026.05 | 73.71 | 68.05 | — | |
| CODA-Promptexemplar-free=true, initialization=CLIP2025.11 | 73.71 | — | 68.05 | |
| DualPromptBackbone=CLIP ViT-B/162026.05 | 73.22 | 67.58 | — | |
| DualPromptexemplar-free=true, initialization=CLIP2025.11 | 73.22 | — | 67.58 | |
| L2PBackbone=CLIP ViT-B/162026.05 | 72.82 | 66.77 | — | |
| L2Pexemplar-free=true, initialization=CLIP2025.11 | 72.82 | — | 66.77 | |
| CoOpexemplar-free=true, initialization=CLIP2025.11 | 54.2 | — | 39.77 | |
| MG-CLIPBackbone=CLIP ViT-B/162026.05 | 50.47 | 35.37 | — | |
| Finetuneexemplar-free=true, initialization=CLIP2025.11 | 1.01 | — | 0.88 |