Continual Learning on TinyImageNet 100 tasks (test)
11.7Average Forgetting RateGDumb
Evaluation Results
| Method | Links | |
|---|---|---|
| GDumbBuffer size M=10k2023.05 | 11.7 | |
| GDumbBuffer size M=4k2023.05 | 14.6 | |
| SCRBuffer size M=10k2023.05 | 14.9 | |
| SCRBuffer size M=4k2023.05 | 15.4 | |
| GDumbBuffer size M=2k2023.05 | 15.9 | |
| GSABuffer size M=10k2023.05 | 16.9 | |
| SCRBuffer size M=2k2023.05 | 19.4 | |
| Rainbow-rtBuffer size M=10k2023.05 | 20 | |
| Rainbow-rtBuffer size M=4k2023.05 | 23.2 | |
| BiCBuffer size M=10k2023.05 | 24.9 | |
| Rainbow-rtBuffer size M=2k2023.05 | 25.5 | |
| GSABuffer size M=4k2023.05 | 25.8 | |
| SSILBuffer size M=10k2023.05 | 29 | |
| BiCBuffer size M=4k2023.05 | 32.9 | |
| GSABuffer size M=2k2023.05 | 35.5 | |
| SSILBuffer size M=4k2023.05 | 36.6 | |
| LUCIRBuffer size M=10k2023.05 | 37.6 | |
| ER-AMLBuffer size M=10k2023.05 | 41 | |
| LUCIRBuffer size M=4k2023.05 | 42.2 | |
| Co2LBuffer size M=10k2023.05 | 42.5 | |
| ER-AMLBuffer size M=4k2023.05 | 43.2 | |
| BiCBuffer size M=2k2023.05 | 43.5 | |
| SSILBuffer size M=2k2023.05 | 44.4 | |
| LUCIRBuffer size M=2k2023.05 | 46.4 | |
| ER-AMLBuffer size M=2k2023.05 | 47.4 | |
| CCILBuffer size M=10k2023.05 | 48.9 | |
| Co2LBuffer size M=4k2023.05 | 52.5 | |
| DER++Buffer size M=10k2023.05 | 55.2 | |
| CCILBuffer size M=4k2023.05 | 56.2 | |
| IL2ABuffer size M=10k2023.05 | 57.6 | |
| CCILBuffer size M=2k2023.05 | 59.4 | |
| MIRBuffer size M=10k2023.05 | 59.5 | |
| IL2ABuffer size M=4k2023.05 | 60.1 | |
| Co2LBuffer size M=2k2023.05 | 60.5 | |
| MIRBuffer size M=4k2023.05 | 60.9 | |
| MIRBuffer size M=2k2023.05 | 61.1 | |
| ASERBuffer size M=10k2023.05 | 62.2 | |
| DER++Buffer size M=4k2023.05 | 63.6 | |
| ASERBuffer size M=4k2023.05 | 64.2 | |
| IL2ABuffer size M=2k2023.05 | 65.5 | |
| ASERBuffer size M=2k2023.05 | 65.7 | |
| ERBuffer size M=4k2023.05 | 66.2 | |
| ERBuffer size M=10k2023.05 | 67.2 | |
| DER++Buffer size M=2k2023.05 | 67.2 | |
| ERBuffer size M=2k2023.05 | 68.2 | |
| GSSBuffer size M=10k2023.05 | 71.5 | |
| GSSBuffer size M=4k2023.05 | 72.6 | |
| GSSBuffer size M=2k2023.05 | 72.8 | |
| AGEMBuffer size M=2k2023.05 | 73.9 | |
| AGEMBuffer size M=10k2023.05 | 74.1 | |
| AGEMBuffer size M=4k2023.05 | 78.9 |