Class-Incremental Learning on Mini-Imagenet (test)
-43.78BWTInfluenceCL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| InfluenceCLmemory size (m)=1000, category=IF2023.04 | -43.78 | — | — | — | 16.15 | — | |
| MetaSPbuffer size=10002022.09 | -45.52 | 50.91 | 14.43 | 28.47 | — | — | |
| MetaSPmemory size (m)=1000, category=IF2023.04 | -45.52 | — | — | — | 14.54 | — | |
| MetaSP+RehSelbuffer size=10002022.09 | -45.59 | 50.96 | 14.54 | 28.44 | — | — | |
| Vanilla IFmemory size (m)=1000, category=IF2023.04 | -47.15 | — | — | — | 14.64 | — | |
| InfluenceCLmemory size (m)=500, category=IF2023.04 | -47.94 | — | — | — | 13.63 | — | |
| Vanilla IFmemory size (m)=500, category=IF2023.04 | -48.55 | — | — | — | 12.08 | — | |
| MetaSP+RehSelbuffer size=5002022.09 | -48.84 | 51.81 | 12.74 | 26.43 | — | — | |
| MetaSPmemory size (m)=500, category=IF2023.04 | -48.84 | — | — | — | 12.74 | — | |
| GMEDbuffer size=10002022.09 | -48.93 | 50.87 | 11.73 | 25.5 | — | — | |
| GMEDmemory size (m)=1000, category=Non-IF2023.04 | -48.93 | — | — | — | 11.73 | — | |
| MetaSPbuffer size=5002022.09 | -49.1 | 51.76 | 12.48 | 26.5 | — | — | |
| AGEMbuffer size=10002022.09 | -49.16 | 50.03 | 10.69 | 22.28 | — | — | |
| A-GEMmemory size (m)=1000, category=Non-IF2023.04 | -49.16 | — | — | — | 10.69 | — | |
| AGEMbuffer size=5002022.09 | -49.22 | 50.06 | 10.69 | 22.29 | — | — | |
| A-GEMmemory size (m)=500, category=Non-IF2023.04 | -49.22 | — | — | — | 10.69 | — | |
| GSSbuffer size=10002022.09 | -49.91 | 51.35 | 11.42 | 24.05 | — | — | |
| GSSmemory size (m)=1000, category=Non-IF2023.04 | -49.91 | — | — | — | 11.42 | — | |
| MIRbuffer size=10002022.09 | -49.92 | 51.25 | 11.32 | 24.09 | — | — | |
| ER-MIRmemory size (m)=1000, category=Non-IF2023.04 | -49.92 | — | — | — | 11.32 | — | |
| ERbuffer size=10002022.09 | -50.08 | 51.41 | 11.35 | 24.08 | — | — | |
| ERmemory size (m)=1000, category=Non-IF2023.04 | -50.08 | — | — | — | 11.35 | — | |
| GMEDbuffer size=5002022.09 | -50.23 | 51.21 | 11.03 | 24.47 | — | — | |
| GMEDmemory size (m)=500, category=Non-IF2023.04 | -50.23 | — | — | — | 11.03 | — | |
| MIRbuffer size=5002022.09 | -50.46 | 51.44 | 11.07 | 23.65 | — | — | |
| ER-MIRmemory size (m)=500, category=Non-IF2023.04 | -50.46 | — | — | — | 11.07 | — | |
| GSSbuffer size=5002022.09 | -50.66 | 51.63 | 11.09 | 23.62 | — | — | |
| GSSmemory size (m)=500, category=Non-IF2023.04 | -50.66 | — | — | — | 11.09 | — | |
| ERbuffer size=5002022.09 | -50.84 | 51.68 | 11 | 23.71 | — | — | |
| ERmemory size (m)=500, category=Non-IF2023.04 | -50.84 | — | — | — | 11 | — | |
| DER++Buffer size=20002026.03 | — | — | — | — | — | 14.74 | |
| DER++Buffer size=50002026.03 | — | — | — | — | — | 26.92 | |
| DER++ + D2LBuffer size=20002026.03 | — | — | — | — | — | 21.06 | |
| DER++ + D2LBuffer size=50002026.03 | — | — | — | — | — | 31.91 | |
| ERBuffer size=20002026.03 | — | — | — | — | — | 27.91 | |
| ERBuffer size=50002026.03 | — | — | — | — | — | 34.21 | |
| ER + D2LBuffer size=20002026.03 | — | — | — | — | — | 31.18 | |
| ER + D2LBuffer size=50002026.03 | — | — | — | — | — | 39.75 | |
| ER-ACEBuffer size=20002026.03 | — | — | — | — | — | 33.26 | |
| ER-ACEBuffer size=50002026.03 | — | — | — | — | — | 40.59 | |
| ER-ACE + D2LBuffer size=20002026.03 | — | — | — | — | — | 40.9 | |
| ER-ACE + D2LBuffer size=50002026.03 | — | — | — | — | — | 47.32 | |
| Finetune2022.09 | — | — | 11.12 | — | — | — | |
| GDUMB2022.09 | — | — | 6.22 | 7.15 | — | — | |
| GDUMBmemory size (m)=500, category=Non-IF2023.04 | — | — | — | — | 6.22 | — | |
| GDUMBmemory size (m)=1000, category=Non-IF2023.04 | — | — | — | — | 7.15 | — | |
| Joint2022.09 | — | — | 44.39 | — | — | — |