Class-Incremental Learning on CUB T=20 200-2011 (test)
88.31Last Task Accuracy (AT)One-A
Evaluation results
| Method | Links | ||
|---|---|---|---|
| One-ATask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 88.31 | 92.63 | |
| ACMapTask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 87.34 | 91.45 | |
| Aper-adapterTask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 87.31 | 91.38 | |
| EASETask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 83.12 | 87.05 | |
| SEMATask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 71.83 | 82.61 | |
| CODA-PromptTask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 66.02 | 77.08 | |
| CL-LoRATask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 65.48 | 79.71 | |
| InfLoRATask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 56.09 | 77.22 | |
| DualPromptTask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 53.76 | 70.28 | |
| L2PTask numbers (T)=20, Step imbalance factor (gamma)=0.012026.03 | 53.04 | 69 |