Class-Incremental Learning on CUB (test)
88.06Last-task Accuracy (A_T)One-A
Evaluation results
| Method | Links | ||
|---|---|---|---|
| One-ANumber of tasks (T)=5, Scenario=Balanced2026.03 | 88.06 | 91.67 | |
| Aper-adapterNumber of tasks (T)=5, Scenario=Balanced2026.03 | 87.67 | 91.29 | |
| One-ANumber of tasks (T)=40, Scenario=Balanced2026.03 | 87.52 | 92.01 | |
| ACMapNumber of tasks (T)=40, Scenario=Balanced2026.03 | 87.47 | 92.1 | |
| One-ANumber of tasks (T)=20, Scenario=Balanced2026.03 | 87.31 | 92.32 | |
| Aper-adapterNumber of tasks (T)=10, Scenario=Balanced2026.03 | 87.28 | 91.79 | |
| Aper-adapterNumber of tasks (T)=40, Scenario=Balanced2026.03 | 87.19 | 91.93 | |
| One-ANumber of tasks (T)=10, Scenario=Balanced2026.03 | 87.14 | 91.28 | |
| EASENumber of tasks (T)=20, Scenario=Balanced2026.03 | 87.11 | 91.79 | |
| ACMapNumber of tasks (T)=5, Scenario=Balanced2026.03 | 87.05 | 91.06 | |
| ACMapNumber of tasks (T)=20, Scenario=Balanced2026.03 | 86.92 | 91.58 | |
| Aper-adapterNumber of tasks (T)=20, Scenario=Balanced2026.03 | 86.89 | 91.76 | |
| EASENumber of tasks (T)=40, Scenario=Balanced2026.03 | 86.79 | 91.88 | |
| EASENumber of tasks (T)=10, Scenario=Balanced2026.03 | 86.01 | 90.83 | |
| CL-LoRANumber of tasks (T)=5, Scenario=Balanced2026.03 | 84.45 | 89.67 | |
| EASENumber of tasks (T)=5, Scenario=Balanced2026.03 | 84.34 | 89.51 | |
| ACMapNumber of tasks (T)=10, Scenario=Balanced2026.03 | 83.11 | 90.03 | |
| SEMANumber of tasks (T)=5, Scenario=Balanced2026.03 | 80.17 | 87.43 | |
| CODA-PromptNumber of tasks (T)=5, Scenario=Balanced2026.03 | 78.5 | 86.14 | |
| SEMANumber of tasks (T)=10, Scenario=Balanced2026.03 | 75.72 | 84.6 | |
| SEMANumber of tasks (T)=20, Scenario=Balanced2026.03 | 74.32 | 83.57 | |
| CL-LoRANumber of tasks (T)=10, Scenario=Balanced2026.03 | 74.32 | 85.07 | |
| CODA-PromptNumber of tasks (T)=10, Scenario=Balanced2026.03 | 74.26 | 83.3 | |
| CODA-PromptNumber of tasks (T)=20, Scenario=Balanced2026.03 | 70.96 | 81.85 | |
| CL-LoRANumber of tasks (T)=20, Scenario=Balanced2026.03 | 66.54 | 77.94 | |
| CODA-PromptNumber of tasks (T)=40, Scenario=Balanced2026.03 | 65.6 | 77.53 | |
| DualPromptNumber of tasks (T)=20, Scenario=Balanced2026.03 | 65.09 | 77.32 | |
| SEMANumber of tasks (T)=40, Scenario=Balanced2026.03 | 64.67 | 77.42 | |
| DualPromptNumber of tasks (T)=5, Scenario=Balanced2026.03 | 63.07 | 75.41 | |
| L2PNumber of tasks (T)=5, Scenario=Balanced2026.03 | 62.05 | 74.68 | |
| L2PNumber of tasks (T)=10, Scenario=Balanced2026.03 | 59.22 | 73.24 | |
| CL-LoRANumber of tasks (T)=40, Scenario=Balanced2026.03 | 58.64 | 69.19 | |
| DualPromptNumber of tasks (T)=10, Scenario=Balanced2026.03 | 57.51 | 72.52 | |
| L2PNumber of tasks (T)=20, Scenario=Balanced2026.03 | 57.28 | 70.04 | |
| DualPromptNumber of tasks (T)=40, Scenario=Balanced2026.03 | 56.25 | 71.15 | |
| L2PNumber of tasks (T)=40, Scenario=Balanced2026.03 | 55.19 | 66.77 |