Continual Learning on ImageNet Split Tiny
38.7Avg AccuracyDER (IM)
Evaluation Results
| Method | Links | |
|---|---|---|
| DER (IM)Buffer=40002025.12 | 38.7 | |
| DER++ (IM)Buffer=40002025.12 | 38.5 | |
| DER++Buffer=40002025.12 | 38 | |
| DER++ (EM)Buffer=40002025.12 | 36.8 | |
| DERBuffer=40002025.12 | 35.7 | |
| DER (EM)Buffer=40002025.12 | 35.5 | |
| Refresh (IM)Buffer=40002025.12 | 35.2 | |
| STAR (IM)Buffer=40002025.12 | 34.7 | |
| RefreshBuffer=40002025.12 | 33.6 | |
| DER (IM)Buffer=20002025.12 | 33.3 | |
| DER++ (IM)Buffer=20002025.12 | 33.3 | |
| ER (IM)Buffer=40002025.12 | 32.1 | |
| DERBuffer=20002025.12 | 31.4 | |
| DER++Buffer=20002025.12 | 31.2 | |
| DER (EM)Buffer=20002025.12 | 30.9 | |
| DER++ (EM)Buffer=20002025.12 | 30.7 | |
| Refresh (IM)Buffer=20002025.12 | 30.1 | |
| DER (IM)Buffer=10002025.12 | 28.1 | |
| DER++ (IM)Buffer=10002025.12 | 27.5 | |
| ER (IM)Buffer=20002025.12 | 27 | |
| STARBuffer=40002025.12 | 26.3 | |
| STAR (IM)Buffer=20002025.12 | 26.1 | |
| STAR (IM)Buffer=10002025.12 | 25.8 | |
| Refresh (IM)Buffer=10002025.12 | 25.5 | |
| ERBuffer=40002025.12 | 25.2 | |
| DER++ (EM)Buffer=10002025.12 | 25.1 | |
| DER (EM)Buffer=10002025.12 | 24.4 | |
| ER (EM)Buffer=40002025.12 | 24.1 | |
| DERBuffer=10002025.12 | 23.3 | |
| STARBuffer=20002025.12 | 23.2 | |
| DER++Buffer=10002025.12 | 23 | |
| DER++ (SI)Buffer=40002025.12 | 22.2 | |
| RefreshBuffer=20002025.12 | 21.8 | |
| ER (IM)Buffer=10002025.12 | 21.6 | |
| ER (EWC)Buffer=40002025.12 | 21.3 | |
| DER++ (EWC)Buffer=40002025.12 | 21.3 | |
| ER (SI)Buffer=40002025.12 | 20.4 | |
| RefreshBuffer=10002025.12 | 18.5 | |
| ERBuffer=20002025.12 | 18 | |
| DER (EWC)Buffer=40002025.12 | 17.6 | |
| DER++ (SI)Buffer=10002025.12 | 17.6 | |
| DER++ (SI)Buffer=20002025.12 | 17.4 | |
| DER (SI)Buffer=20002025.12 | 17 | |
| DER (SI)Buffer=40002025.12 | 16.8 | |
| STARBuffer=10002025.12 | 16.8 | |
| ER (EM)Buffer=20002025.12 | 16.6 | |
| ER (SI)Buffer=20002025.12 | 15.7 | |
| ER (EWC)Buffer=20002025.12 | 15.4 | |
| DER (EWC)Buffer=20002025.12 | 15.2 | |
| DER++ (EWC)Buffer=20002025.12 | 14.3 | |
| ERBuffer=10002025.12 | 13.3 | |
| DER (SI)Buffer=10002025.12 | 13.2 | |
| DER++ (EWC)Buffer=10002025.12 | 12.9 | |
| ER (EM)Buffer=10002025.12 | 12.2 | |
| ER (EWC)Buffer=10002025.12 | 11.4 | |
| ER (SI)Buffer=10002025.12 | 11.2 | |
| DER (EWC)Buffer=10002025.12 | 10.9 |