Task-Incremental Learning on Split-CIFAR100 M = 5k (test)
75.64AccuracyCOLD-ORACLE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| COLD-ORACLEMemory Buffer Size (M)=5k2026.06 | 75.64 | 5 | |
| COLDMemory Buffer Size (M)=5k2026.06 | 74.56 | 5 | |
| CBAMemory Buffer Size (M)=5k2026.06 | 73.75 | 2 | |
| DER++Memory Buffer Size (M)=5k2026.06 | 71.67 | 4 | |
| REFRESHMemory Buffer Size (M)=5k2026.06 | 70.84 | 4 | |
| ER-ACEMemory Buffer Size (M)=5k2026.06 | 70.14 | 4 | |
| A-GEMMemory Buffer Size (M)=5k2026.06 | 69.82 | 33 | |
| GDumbMemory Buffer Size (M)=5k2026.06 | 51.42 | — | |
| NCCLMemory Buffer Size (M)=5k2026.06 | 50.79 | 35 | |
| MERMemory Buffer Size (M)=5k2026.06 | 49.68 | 5 | |
| DERMemory Buffer Size (M)=5k2026.06 | 48.31 | 24 | |
| EWCMemory Buffer Size (M)=5k2026.06 | 35 | 17 | |
| Fine-tuneMemory Buffer Size (M)=5k2026.06 | 29.86 | 54 |