Continual Learning on Tiny ImageNet Split
26Forgetting RateDER (IM)
Evaluation Results
| Method | Links | |
|---|---|---|
| DER (IM)Buffer=40002025.12 | 26 | |
| DER++ (IM)Buffer=40002025.12 | 28.4 | |
| DER++ (IM)Buffer=20002025.12 | 32.1 | |
| DER++ (EM)Buffer=40002025.12 | 32.9 | |
| DER++Buffer=40002025.12 | 33.9 | |
| DER (IM)Buffer=20002025.12 | 34.5 | |
| Refresh (IM)Buffer=40002025.12 | 35.4 | |
| DERBuffer=40002025.12 | 35.7 | |
| Refresh (IM)Buffer=20002025.12 | 37.9 | |
| DER (EM)Buffer=40002025.12 | 38.4 | |
| STAR (IM)Buffer=40002025.12 | 40.4 | |
| DER++ (EM)Buffer=20002025.12 | 40.5 | |
| ER (IM)Buffer=40002025.12 | 40.9 | |
| DER++Buffer=20002025.12 | 41 | |
| STAR (IM)Buffer=20002025.12 | 42 | |
| RefreshBuffer=40002025.12 | 42.2 | |
| DERBuffer=20002025.12 | 43 | |
| DER (IM)Buffer=10002025.12 | 44.3 | |
| Refresh (IM)Buffer=10002025.12 | 44.6 | |
| DER (EM)Buffer=20002025.12 | 44.8 | |
| DER++ (IM)Buffer=10002025.12 | 46.1 | |
| ER (IM)Buffer=20002025.12 | 47.6 | |
| DER++ (EM)Buffer=10002025.12 | 48.8 | |
| DER (SI)Buffer=20002025.12 | 49.7 | |
| DER++ (SI)Buffer=40002025.12 | 49.8 | |
| ER (EWC)Buffer=40002025.12 | 50.4 | |
| STAR (IM)Buffer=10002025.12 | 50.4 | |
| STARBuffer=20002025.12 | 50.9 | |
| DER (SI)Buffer=40002025.12 | 51.5 | |
| DER++ (SI)Buffer=20002025.12 | 52.7 | |
| ER (IM)Buffer=10002025.12 | 53.3 | |
| DER (EM)Buffer=10002025.12 | 53.7 | |
| DER++ (EWC)Buffer=40002025.12 | 53.8 | |
| STARBuffer=40002025.12 | 54.1 | |
| DERBuffer=10002025.12 | 55.9 | |
| DER++Buffer=10002025.12 | 56.7 | |
| DER++ (SI)Buffer=10002025.12 | 57.4 | |
| ERBuffer=40002025.12 | 57.5 | |
| ER (EWC)Buffer=20002025.12 | 57.5 | |
| ER (SI)Buffer=40002025.12 | 57.6 | |
| RefreshBuffer=20002025.12 | 57.9 | |
| DER (EWC)Buffer=40002025.12 | 58.8 | |
| DER (SI)Buffer=10002025.12 | 58.9 | |
| ER (EM)Buffer=40002025.12 | 59.3 | |
| ER (SI)Buffer=20002025.12 | 60.8 | |
| DER (EWC)Buffer=20002025.12 | 61.3 | |
| ER (EWC)Buffer=10002025.12 | 62 | |
| RefreshBuffer=10002025.12 | 62.7 | |
| DER++ (EWC)Buffer=20002025.12 | 64.4 | |
| DER++ (EWC)Buffer=10002025.12 | 64.7 | |
| STARBuffer=10002025.12 | 65.7 | |
| ERBuffer=20002025.12 | 65.9 | |
| DER (EWC)Buffer=10002025.12 | 67.4 | |
| ER (EM)Buffer=20002025.12 | 68.3 | |
| ER (SI)Buffer=10002025.12 | 68.5 | |
| ERBuffer=10002025.12 | 71.8 | |
| ER (EM)Buffer=10002025.12 | 72.9 |