Task-Incremental Learning on Split-TinyImageNet M = 5k (test)
62.21AccuracyCOLD-ORACLE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| COLD-ORACLEMemory Buffer Size (M)=5k2026.06 | 62.21 | 0.02 | |
| COLDMemory Buffer Size (M)=5k2026.06 | 61.39 | 0.07 | |
| REFRESHMemory Buffer Size (M)=5k2026.06 | 60.08 | 0.03 | |
| CBAMemory Buffer Size (M)=5k2026.06 | 58.92 | 0.03 | |
| DER++Memory Buffer Size (M)=5k2026.06 | 58.88 | 0.04 | |
| GDumbMemory Buffer Size (M)=5k2026.06 | 57.34 | — | |
| ER-ACEMemory Buffer Size (M)=5k2026.06 | 55.67 | 0.05 | |
| MERMemory Buffer Size (M)=5k2026.06 | 53.76 | 0.004 | |
| A-GEMMemory Buffer Size (M)=5k2026.06 | 53.43 | 0.25 | |
| DERMemory Buffer Size (M)=5k2026.06 | 30.58 | 0.18 | |
| NCCLMemory Buffer Size (M)=5k2026.06 | 30.15 | 0.33 | |
| EWCMemory Buffer Size (M)=5k2026.06 | 24.12 | 0.12 | |
| Fine-tuneMemory Buffer Size (M)=5k2026.06 | 16.59 | 0.44 |