Class-Incremental Learning on Tiny-ImageNet
82.36Average PerformanceSCEE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCEESteps=5 step2026.05 | 82.36 | 78.42 | |
| SCEESteps=10 step2026.05 | 81.54 | 77.9 | |
| MoE-AdaptersSteps=5 step2026.05 | 81.12 | 76.81 | |
| SCEESteps=20 step2026.05 | 80.93 | 77.11 | |
| ZSCLSteps=5 step2026.05 | 80.27 | 73.57 | |
| MoE-AdaptersSteps=10 step2026.05 | 80.23 | 76.35 | |
| MoE-AdaptersSteps=20 step2026.05 | 79.96 | 75.77 | |
| ZSCLSteps=10 step2026.05 | 78.61 | 71.62 | |
| LwF-VRSteps=5 step2026.05 | 77.56 | 70.89 | |
| ZSCLSteps=20 step2026.05 | 77.18 | 68.3 | |
| LwF-VRSteps=10 step2026.05 | 74.12 | 67.05 | |
| iCaRLSteps=10 step2026.05 | 73.43 | 67.95 | |
| iCaRLSteps=5 step2026.05 | 72.05 | 70.39 | |
| LwF-VRSteps=20 step2026.05 | 69.94 | 63.89 | |
| iCaRLSteps=20 step2026.05 | 69.65 | 64.68 | |
| CLIP Zero-shotSteps=5 step2026.05 | 69.62 | 65.3 | |
| CLIP Zero-shotSteps=10 step2026.05 | 69.55 | 65.59 | |
| CLIP Zero-shotSteps=20 step2026.05 | 69.49 | 65.3 | |
| Continual-FTSteps=5 step2026.05 | 61.54 | 46.66 | |
| LwFSteps=5 step2026.05 | 60.97 | 48.77 | |
| LwFSteps=10 step2026.05 | 57.6 | 44 | |
| Continual-FTSteps=10 step2026.05 | 57.05 | 41.54 | |
| LwFSteps=20 step2026.05 | 54.79 | 42.26 | |
| Continual-FTSteps=20 step2026.05 | 54.62 | 44.55 |