Continual Learning on GCIL-CIFAR-100 Uniform
58.36Final Average Accuracy (FAA)Joint (upper bound)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Joint (upper bound)2026.02 | 58.36 | — | |
| Ours (ER+ID)Buffer size=5002026.02 | 40.54 | 11.78 | |
| Ours (SARL+ID)Buffer size=5002026.02 | 39.65 | 0.92 | |
| SARLBuffer size=5002026.02 | 38.73 | — | |
| Ours (CLS-ER+ID)Buffer size=5002026.02 | 37.57 | 0.77 | |
| CLS-ERBuffer size=5002026.02 | 36.8 | — | |
| Ours (SARL+ID)Buffer size=2002026.02 | 36.45 | 0.25 | |
| SARLBuffer size=2002026.02 | 36.2 | — | |
| SCoMMERBuffer size=5002026.02 | 35.7 | — | |
| DER++Buffer size=5002026.02 | 33.66 | — | |
| Ours (CLS-ER+ID)Buffer size=2002026.02 | 31.17 | 8.8 | |
| ERBuffer size=5002026.02 | 28.76 | — | |
| SCoMMERBuffer size=2002026.02 | 28.56 | — | |
| Ours (ER+ID)Buffer size=2002026.02 | 26.66 | 10.32 | |
| CLS-ERBuffer size=2002026.02 | 22.37 | — | |
| DER++Buffer size=2002026.02 | 19.36 | — | |
| ERBuffer size=2002026.02 | 16.34 | — |