Class-Incremental Learning on CUB200 (100-20)
92.31Avg AccuracyLDEPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LDEPromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 92.31 | 88.12 | |
| Aper-VPT-SBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 90.21 | 86.23 | |
| Aper-VPT-DBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 90.06 | 86.12 | |
| CpromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 86.84 | 79.7 | |
| ConvpromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 86.66 | 79.64 | |
| EvopromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 85.25 | 81.29 | |
| SimEBackbone=CLIP ViT-B/162026.03 | 84.98 | 76.68 | |
| SPABase Classes=100, Increment Size=202026.05 | 84.43 | 82.23 | |
| DualpromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 84.18 | 74.27 | |
| CODA-PromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 83.89 | 75.33 | |
| BOFABase Classes=100, Increment Size=202026.05 | 83.18 | 80.79 | |
| SimpleCILBase Classes=100, Increment Size=202026.05 | 79.75 | 77.52 | |
| PROOFBase Classes=100, Increment Size=202026.05 | 79.2 | 76.37 | |
| APERBackbone=CLIP ViT-B/162026.03 | 78.8 | 70.61 | |
| CLG-CBMBase Classes=100, Increment Size=202026.05 | 77.74 | 76.97 | |
| L2PBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 77.21 | 68.22 | |
| L2PBase Classes=100, Increment Size=202026.05 | 75.64 | 66.12 | |
| DualPromptBase Classes=100, Increment Size=202026.05 | 74.4 | 64.84 | |
| CODA-PromptBase Classes=100, Increment Size=202026.05 | 73.95 | 62.21 | |
| RAPFBase Classes=100, Increment Size=202026.05 | 72.82 | 62.93 | |
| L2PBackbone=CLIP ViT-B/162026.03 | 71.9 | 62.99 | |
| DualPromptBackbone=CLIP ViT-B/162026.03 | 71.74 | 62.14 | |
| Boosting-CLBackbone=CLIP ViT-B/162026.03 | 69.56 | 55.09 | |
| ZS-CLIPBase Classes=100, Increment Size=202026.05 | 67.96 | 63.06 | |
| CODA-PromptBackbone=CLIP ViT-B/162026.03 | 66.61 | 50.88 | |
| MISABackbone=CLIP ViT-B/162026.03 | 66.39 | 56.62 | |
| TagFex w/ CPNSFramework=CPNS2026.03 | 58.21 | 56.87 | |
| TagFexmemory size=20002025.03 | 56.56 | 54.37 | |
| TagFex2026.03 | 56.56 | 54.37 | |
| DER w/ CPNSFramework=CPNS2026.03 | 55.2 | 55.52 | |
| DERmemory size=20002025.03 | 53.07 | 52.88 | |
| DER2026.03 | 53.07 | 52.88 |