Class-Incremental Learning on CIFAR-100 and ImageNet-A
88.32Accuracy (Last Task)One-A
Evaluation results
| Method | Links | ||
|---|---|---|---|
| One-Astep imbalance factor (gamma)=0.001, task numbers (T)=102026.03 | 88.32 | 92.54 | |
| EASEstep imbalance factor (gamma)=0.001, task numbers (T)=102026.03 | 87.52 | 91.98 | |
| EASEstep imbalance factor (gamma)=0.05, task numbers (T)=102026.03 | 87.02 | 91.74 | |
| One-Astep imbalance factor (gamma)=0.05, task numbers (T)=102026.03 | 86.83 | 91.46 | |
| Aper-adapterstep imbalance factor (gamma)=0.05, task numbers (T)=102026.03 | 86.32 | 90.34 | |
| One-Astep imbalance factor (gamma)=0.001, task numbers (T)=202026.03 | 86.27 | 90.78 | |
| ACMapstep imbalance factor (gamma)=0.05, task numbers (T)=102026.03 | 85.81 | 91.21 | |
| SEMAstep imbalance factor (gamma)=0.05, task numbers (T)=102026.03 | 85.63 | 91.18 | |
| Aper-adapterstep imbalance factor (gamma)=0.001, task numbers (T)=102026.03 | 84.91 | 90.31 | |
| EASEstep imbalance factor (gamma)=0.001, task numbers (T)=202026.03 | 84.79 | 90.42 | |
| SEMAstep imbalance factor (gamma)=0.001, task numbers (T)=102026.03 | 84.7 | 88.58 | |
| One-Astep imbalance factor (gamma)=0.05, task numbers (T)=202026.03 | 84.68 | 89.58 | |
| EASEstep imbalance factor (gamma)=0.05, task numbers (T)=202026.03 | 84.42 | 89.23 | |
| ACMapstep imbalance factor (gamma)=0.05, task numbers (T)=202026.03 | 84.25 | 89.08 | |
| CL-LoRAstep imbalance factor (gamma)=0.05, task numbers (T)=102026.03 | 83.96 | 89.79 | |
| ACMapstep imbalance factor (gamma)=0.001, task numbers (T)=202026.03 | 83.8 | 88.84 | |
| ACMapstep imbalance factor (gamma)=0.001, task numbers (T)=102026.03 | 83.43 | 90.15 | |
| Aper-adapterstep imbalance factor (gamma)=0.05, task numbers (T)=202026.03 | 83.05 | 88.32 | |
| Aper-adapterstep imbalance factor (gamma)=0.001, task numbers (T)=202026.03 | 82.41 | 87.68 | |
| CL-LoRAstep imbalance factor (gamma)=0.001, task numbers (T)=102026.03 | 82.34 | 89.98 | |
| SEMAstep imbalance factor (gamma)=0.05, task numbers (T)=202026.03 | 81.48 | 87.85 | |
| CL-LoRAstep imbalance factor (gamma)=0.001, task numbers (T)=202026.03 | 80.43 | 89.44 | |
| CL-LoRAstep imbalance factor (gamma)=0.05, task numbers (T)=202026.03 | 76.76 | 84.39 | |
| SEMAstep imbalance factor (gamma)=0.001, task numbers (T)=202026.03 | 74.85 | 81.86 |