Continual Learning on Tiny-ImageNet Split 100 tasks (test)
8.95AF (%)GRACE
Evaluation Results
| Method | Links | |
|---|---|---|
| GRACEBuffer Size (M)=10k2025.12 | 8.95 | |
| MOSEBuffer Size (M)=10k2025.12 | 11.5 | |
| GDumbBuffer Size (M)=10k2025.12 | 11.7 | |
| GDumbBuffer Size (M)=4k2025.12 | 14.6 | |
| OnProBuffer Size (M)=10k2025.12 | 14.6 | |
| SCRBuffer Size (M)=10k2025.12 | 14.9 | |
| GRACEBuffer Size (M)=4k2025.12 | 15.3 | |
| SCRBuffer Size (M)=4k2025.12 | 15.4 | |
| GDumbBuffer Size (M)=2k2025.12 | 15.9 | |
| OnProBuffer Size (M)=4k2025.12 | 16.8 | |
| GSABuffer Size (M)=10k2025.12 | 16.9 | |
| OnProBuffer Size (M)=2k2025.12 | 17.4 | |
| OCMBuffer Size (M)=10k2025.12 | 18.6 | |
| SCRBuffer Size (M)=2k2025.12 | 19.4 | |
| OCMBuffer Size (M)=4k2025.12 | 21 | |
| MOSEBuffer Size (M)=4k2025.12 | 22.1 | |
| GRACEBuffer Size (M)=2k2025.12 | 22.7 | |
| OCMBuffer Size (M)=2k2025.12 | 23.5 | |
| BiCBuffer Size (M)=10k2025.12 | 24.9 | |
| GSABuffer Size (M)=4k2025.12 | 25.8 | |
| SSILBuffer Size (M)=10k2025.12 | 29 | |
| BiCBuffer Size (M)=4k2025.12 | 32.9 | |
| MOSEBuffer Size (M)=2k2025.12 | 33.3 | |
| GSABuffer Size (M)=2k2025.12 | 35.5 | |
| SSILBuffer Size (M)=4k2025.12 | 36.6 | |
| LUCIRBuffer Size (M)=10k2025.12 | 37.6 | |
| ER-AMLBuffer Size (M)=10k2025.12 | 41 | |
| LUCIRBuffer Size (M)=4k2025.12 | 42.2 | |
| Co2LBuffer Size (M)=10k2025.12 | 42.5 | |
| ER-AMLBuffer Size (M)=4k2025.12 | 43.2 | |
| BiCBuffer Size (M)=2k2025.12 | 43.5 | |
| SSILBuffer Size (M)=2k2025.12 | 44.4 | |
| LUCIRBuffer Size (M)=2k2025.12 | 46.4 | |
| ER-AMLBuffer Size (M)=2k2025.12 | 47.4 | |
| CCILBuffer Size (M)=10k2025.12 | 48.9 | |
| Co2LBuffer Size (M)=4k2025.12 | 52.5 | |
| DER++Buffer Size (M)=10k2025.12 | 55.2 | |
| CCILBuffer Size (M)=4k2025.12 | 56.2 | |
| IL2ABuffer Size (M)=10k2025.12 | 57.6 | |
| CCILBuffer Size (M)=2k2025.12 | 59.4 | |
| MIRBuffer Size (M)=10k2025.12 | 59.5 | |
| IL2ABuffer Size (M)=4k2025.12 | 60.1 | |
| MIRBuffer Size (M)=4k2025.12 | 60.4 | |
| Co2LBuffer Size (M)=2k2025.12 | 60.5 | |
| MIRBuffer Size (M)=2k2025.12 | 61.1 | |
| ASERBuffer Size (M)=10k2025.12 | 62.2 | |
| DER++Buffer Size (M)=4k2025.12 | 63.6 | |
| ASERBuffer Size (M)=4k2025.12 | 64.2 | |
| IL2ABuffer Size (M)=2k2025.12 | 65.5 | |
| ASERBuffer Size (M)=2k2025.12 | 65.7 | |
| ERBuffer Size (M)=4k2025.12 | 66.2 | |
| ERBuffer Size (M)=10k2025.12 | 67.2 | |
| DER++Buffer Size (M)=2k2025.12 | 67.2 | |
| ERBuffer Size (M)=2k2025.12 | 68.2 | |
| GSSBuffer Size (M)=10k2025.12 | 71.5 | |
| GSSBuffer Size (M)=4k2025.12 | 72.6 | |
| GSSBuffer Size (M)=2k2025.12 | 72.8 | |
| AGEMBuffer Size (M)=2k2025.12 | 73.9 | |
| AGEMBuffer Size (M)=10k2025.12 | 74.1 | |
| AGEMBuffer Size (M)=4k2025.12 | 77.9 |