Continual Learning on CORe50
97.1Average AccuracyDVC
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DVCReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 97.1 | 96 | 2.3 | — | — | — | — | — | |
| F-OALReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 96.3 | 92.5 | 3.9 | — | — | — | — | — | |
| PCRReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 95.7 | 93.9 | 4.2 | — | — | — | — | — | |
| iCaRLReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 95.6 | 93.2 | 2.3 | — | — | — | — | — | |
| SCRReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 95.3 | 93.6 | 3.8 | — | — | — | — | — | |
| ERReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 94.8 | 92.1 | 4.3 | — | — | — | — | — | |
| SLCAReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 93.7 | 88.2 | 3.4 | — | — | — | — | — | |
| ASERReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 87.1 | 82.1 | 9.9 | — | — | — | — | — | |
| EASEReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 85 | 78.3 | 10.7 | — | — | — | — | — | |
| LAEReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 73.3 | 67.1 | 13.8 | — | — | — | — | — | |
| ER-ACEAttack Type=None2026.06 | 68.7 | — | — | — | 24.5 | — | — | — | |
| DER++Attack Type=None2026.06 | 61.7 | — | — | — | 47.3 | — | — | — | |
| ERAttack Type=None2026.06 | 55.4 | — | — | — | 52.5 | — | — | — | |
| SCRAttack Type=None2026.06 | 52.9 | — | — | — | 58.8 | — | — | — | |
| EWCReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 47.9 | 21.1 | 81 | — | — | — | — | — | |
| LwFReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 47 | 26.3 | 0.4 | — | — | — | — | — | |
| ER-ACEAttack Type=KL2026.06 | 36 | — | — | — | 75.7 | 1.4 | 0.1 | 2 | |
| ER-ACEAttack Type=TV2026.06 | 34.6 | — | — | — | 74.7 | 4 | 3 | 0.9 | |
| SCRAttack Type=TV2026.06 | 33.5 | — | — | — | 82.4 | 3 | 5 | 0.9 | |
| ERAttack Type=KL2026.06 | 32.5 | — | — | — | 84.4 | 0.8 | 0 | 0.9 | |
| DER++Attack Type=TV2026.06 | 32.2 | — | — | — | 84.53 | 10 | 0.3 | 1 | |
| ERAttack Type=TV2026.06 | 32.1 | — | — | — | 85.8 | 4 | 0 | 0.8 | |
| DER++Attack Type=KL2026.06 | 30.1 | — | — | — | 86.8 | 8 | 0.1 | 1 | |
| SCRAttack Type=KL2026.06 | 28.5 | — | — | — | 87.2 | 5 | 0 | 0.9 | |
| BiCBuffer size=50/class2026.01 | — | — | — | 79.28 | — | — | — | — | |
| Co2LBuffer size=50/class2026.01 | — | — | — | 79.75 | — | — | — | — | |
| CODA-P-SBuffer size=0/class2026.01 | — | — | — | 85.41 | — | — | — | — | |
| DER++Buffer size=50/class2026.01 | — | — | — | 79.7 | — | — | — | — | |
| DyToxBuffer size=50/class2026.01 | — | — | — | 79.21 | — | — | — | — | |
| ERBuffer size=50/class2026.01 | — | — | — | 80.1 | — | — | — | — | |
| EWCBuffer size=0/class2026.01 | — | — | — | 74.82 | — | — | — | — | |
| GDumbBuffer size=50/class2026.01 | — | — | — | 74.92 | — | — | — | — | |
| HashBuffer size=0/class2026.01 | — | — | — | 87.94 | — | — | — | — | |
| L2PBuffer size=50/class2026.01 | — | — | — | 81.07 | — | — | — | — | |
| L2PBuffer size=0/class2026.01 | — | — | — | 78.33 | — | — | — | — | |
| LwFBuffer size=0/class2026.01 | — | — | — | 75.45 | — | — | — | — | |
| PINABuffer size=0/class2026.01 | — | — | — | 86.74 | — | — | — | — | |
| S-PromptsBuffer size=0/class2026.01 | — | — | — | 83.13 | — | — | — | — |