Class-incremental learning on ImageNet-R T=40 (test)
74.51Final AccuracyCL-LoRA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CL-LoRAParams (%)=0.32025.05 | 74.51 | 81.58 | — | |
| EASEParams (%)=1.42025.05 | 71.43 | 78.04 | — | |
| RanPACParams (%)=3.12025.05 | 71.06 | 78.53 | — | |
| One-ATask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 69.94 | 76.97 | — | |
| CL-LoRATask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 69.32 | 76.12 | — | |
| APERParams (%)=1.42025.05 | 67.13 | 74.05 | — | |
| EASETask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 67.02 | 72.98 | — | |
| InfLoRAParams (%)=0.32025.05 | 64.51 | 73.22 | — | |
| CODA-PromptParams (%)=4.62025.05 | 63.93 | 70.39 | — | |
| O-LoRAParams (%)=0.42025.05 | 63.19 | 72.52 | — | |
| DualPromptParams (%)=0.52025.05 | 61.73 | 67.41 | — | |
| InfLoRATask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 60.91 | 70.03 | — | |
| L2PParams (%)=0.22025.05 | 60.62 | 65.82 | — | |
| ACMapTask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 60.54 | 69.13 | — | |
| SEMATask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 57.56 | 67.16 | — | |
| LAE w/ LoRAParams (%)=0.82025.05 | 57.04 | 67.55 | — | |
| Aper-adapterTask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 54.61 | 63.36 | — | |
| CODA-PromptTask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 53.18 | 62.13 | — | |
| L2PTask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 45.79 | 58.26 | — | |
| DualPromptTask numbers (T)=40, Step imbalance factor (gamma)=0.012026.03 | 45.13 | 55.25 | — | |
| ARROW2026.03 | — | — | 37.59 | |
| Baseline2026.03 | — | — | 36.94 | |
| CBP2026.03 | — | — | 36.35 | |
| L2P2026.03 | — | — | 35.06 | |
| NaP2026.03 | — | — | 37.35 | |
| TRAC2026.03 | — | — | 37.17 |