Class-incremental learning on ImageNet-A T=10 (test)
60.54Final AccuracyCL-LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CL-LoRAParams (%)=0.32025.05 | 60.54 | 70.15 | |
| EASEParams (%)=1.42025.05 | 59.25 | 68.92 | |
| One-ATask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 58.28 | 69.05 | |
| APERParams (%)=1.42025.05 | 56.6 | 65.53 | |
| CL-LoRATask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 56.27 | 66.46 | |
| EASETask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 56.11 | 64.52 | |
| RanPACParams (%)=3.12025.05 | 54.85 | 66.14 | |
| LAE w/ LoRAParams (%)=0.82025.05 | 54.28 | 63.25 | |
| CODA-PromptParams (%)=4.62025.05 | 51.61 | 60.7 | |
| Aper-adapterTask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 50.74 | 61.31 | |
| ACMapTask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 50.47 | 61.61 | |
| O-LoRAParams (%)=0.42025.05 | 47.53 | 55.02 | |
| DualPromptParams (%)=0.52025.05 | 47.45 | 56.43 | |
| InfLoRAParams (%)=0.32025.05 | 47.04 | 56.91 | |
| InfLoRATask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 46.39 | 58.4 | |
| CODA-PromptTask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 44.37 | 53.46 | |
| SEMATask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 41.16 | 55.27 | |
| L2PParams (%)=0.22025.05 | 37.62 | 39.81 | |
| L2PTask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 34.52 | 46.51 | |
| DualPromptTask numbers (T)=10, Step imbalance factor (gamma)=0.012026.03 | 32.08 | 42.59 |