Vision Continual Learning on CIFAR100 Inc-5
91.13Average AccuracyEASE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EASEOptimization=FO2026.05 | 91.13 | 85.45 | 7.05 | |
| ZO-FC+RISEOptimization=ZO2026.05 | 89.75 | 84.73 | 4.25 | |
| Adapter + Cls.Optimization=FO2026.05 | 88.41 | 83.64 | 9.58 | |
| ZO-FCOptimization=ZO2026.05 | 88.39 | 83.34 | 5.26 | |
| APER AdapterOptimization=FO2026.05 | 87.9 | 81.68 | 6.01 | |
| APER AdapterOptimization=ZO2026.05 | 87.7 | 81.49 | 6.07 | |
| EASEOptimization=ZO2026.05 | 87.32 | 81.07 | 6.87 | |
| Learnable Cls.Optimization=FO2026.05 | 85.61 | 78.33 | 5.17 | |
| Adapter + Cls.Optimization=ZO2026.05 | 79.45 | 70.46 | 8.72 | |
| Learnable Cls.Optimization=ZO2026.05 | 62.85 | 43.55 | 3.99 |