Class-incremental learning on FG-ImageNet (FAA)
38.5Final Average Accuracy (FAA)ER-ACE + D2L
Evaluation results
| Method | Links | |
|---|---|---|
| ER-ACE + D2LBuffer size=50002026.03 | 38.5 | |
| BiCBuffer size=50002026.03 | 32.29 | |
| ER-ACE + D2LBuffer size=20002026.03 | 31.57 | |
| ER-ACEBuffer size=50002026.03 | 30.16 | |
| BiCBuffer size=20002026.03 | 27.83 | |
| ER-ACEBuffer size=20002026.03 | 24.79 | |
| DER++Buffer size=50002026.03 | 23.86 | |
| ERBuffer size=50002026.03 | 22.21 | |
| ERBuffer size=20002026.03 | 21.08 | |
| DER++Buffer size=20002026.03 | 14.43 | |
| FDRBuffer size=50002026.03 | 12.91 | |
| GSSBuffer size=50002026.03 | 9.23 | |
| FDRBuffer size=20002026.03 | 9.17 | |
| iCaRLBuffer size=50002026.03 | 8.86 | |
| iCaRLBuffer size=20002026.03 | 8.54 | |
| RPCBuffer size=20002026.03 | 8.13 | |
| GSSBuffer size=20002026.03 | 8.07 | |
| RPCBuffer size=50002026.03 | 7.41 | |
| Fine-tune2026.03 | 6.98 | |
| A-GEMBuffer size=20002026.03 | 6.2 | |
| A-GEMBuffer size=50002026.03 | 6.11 |