Continual Learning on GCIL-CIFAR-100 Longtail
56.94Final Average Accuracy (FAA)Joint (upper bound)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Joint (upper bound)2026.02 | 56.94 | — | |
| Ours (CLS-ER+ID)Buffer size=5002026.02 | 36.75 | 8.4 | |
| Ours (ER+ID)Buffer size=5002026.02 | 35.92 | 15.9 | |
| Ours (SARL+ID)Buffer size=5002026.02 | 35.67 | 1.03 | |
| Ours (SARL+ID)Buffer size=2002026.02 | 35.04 | 0.91 | |
| SARLBuffer size=5002026.02 | 34.64 | — | |
| SARLBuffer size=2002026.02 | 34.13 | — | |
| Ours (CLS-ER+ID)Buffer size=2002026.02 | 34.08 | 5.74 | |
| SCoMMERBuffer size=5002026.02 | 32.99 | — | |
| Ours (ER+ID)Buffer size=2002026.02 | 30.04 | 10.49 | |
| SCoMMERBuffer size=2002026.02 | 28.47 | — | |
| CLS-ERBuffer size=5002026.02 | 28.35 | — | |
| CLS-ERBuffer size=2002026.02 | 28.34 | — | |
| DER++Buffer size=2002026.02 | 27.05 | — | |
| DER++Buffer size=5002026.02 | 25.98 | — | |
| ERBuffer size=5002026.02 | 20.02 | — | |
| ERBuffer size=2002026.02 | 19.55 | — |