Class-incremental learning on Mini-ImageNet
47.32FAAER-ACE + D2L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ER-ACE + D2LBuffer size=50002026.03 | 47.32 | — | |
| ER-ACE + D2LBuffer size=20002026.03 | 40.9 | — | |
| ER-ACEBuffer size=50002026.03 | 40.59 | — | |
| BiCBuffer size=50002026.03 | 37.84 | — | |
| ERBuffer size=50002026.03 | 34.21 | — | |
| ER-ACEBuffer size=20002026.03 | 33.26 | — | |
| BiCBuffer size=20002026.03 | 30.56 | — | |
| ERBuffer size=20002026.03 | 27.91 | — | |
| DER++Buffer size=50002026.03 | 26.92 | — | |
| iCaRLBuffer size=50002026.03 | 16.5 | — | |
| iCaRLBuffer size=20002026.03 | 16.46 | — | |
| FDRBuffer size=20002026.03 | 15.46 | — | |
| DER++Buffer size=20002026.03 | 14.74 | — | |
| FDRBuffer size=50002026.03 | 11.58 | — | |
| RPCBuffer size=20002026.03 | 9.22 | — | |
| RPCBuffer size=50002026.03 | 9.02 | — | |
| A-GEMBuffer size=50002026.03 | 7.45 | — | |
| A-GEMBuffer size=20002026.03 | 6.78 | — | |
| Fine-tune2026.03 | 6.72 | — | |
| GSSBuffer size=20002026.03 | 6.4 | — | |
| GSSBuffer size=50002026.03 | 5.71 | — | |
| DER++Buffer size=20002026.03 | — | -1.55 | |
| DER++Buffer size=50002026.03 | — | -2 | |
| DER++ + D2LBuffer size=20002026.03 | — | 0.97 | |
| DER++ + D2LBuffer size=50002026.03 | — | 0.71 | |
| ERBuffer size=20002026.03 | — | -2.58 | |
| ERBuffer size=50002026.03 | — | -1.62 | |
| ER + D2LBuffer size=20002026.03 | — | 0.33 | |
| ER + D2LBuffer size=50002026.03 | — | 0.47 | |
| ER-ACEBuffer size=20002026.03 | — | -1.99 | |
| ER-ACEBuffer size=50002026.03 | — | -2.45 | |
| ER-ACE + D2LBuffer size=20002026.03 | — | 1.05 | |
| ER-ACE + D2LBuffer size=50002026.03 | — | -1.58 |