Task-incremental Learning on Mini-Imagenet (test)
62.3Average Accuracy (A)Joint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Joint2022.09 | 62.3 | — | — | — | |
| InfluenceCLmemory size (m)=1000, category=IF2023.04 | 39.61 | — | — | -16.01 | |
| Vanilla IFmemory size (m)=1000, category=IF2023.04 | 37.55 | — | — | -19.28 | |
| MetaSP+RehSelbuffer size=10002022.09 | 37.2 | 51.47 | 42.19 | -17.83 | |
| MetaSPmemory size (m)=1000, category=IF2023.04 | 37.2 | — | — | -17.83 | |
| InfluenceCLmemory size (m)=500, category=IF2023.04 | 36.46 | — | — | -19.48 | |
| MetaSPbuffer size=10002022.09 | 36.25 | 52.27 | 41.59 | -20.02 | |
| MetaSP+RehSelbuffer size=5002022.09 | 34.36 | 51.73 | 40.48 | -21.7 | |
| MetaSPmemory size (m)=500, category=IF2023.04 | 34.36 | — | — | -21.7 | |
| Vanilla IFmemory size (m)=500, category=IF2023.04 | 33.74 | — | — | -21.71 | |
| GMEDbuffer size=10002022.09 | 32.85 | 51 | 39.66 | -22.69 | |
| GMEDmemory size (m)=1000, category=Non-IF2023.04 | 32.85 | — | — | -22.69 | |
| MetaSPbuffer size=5002022.09 | 32.59 | 52.44 | 39.38 | -24.82 | |
| GSSbuffer size=10002022.09 | 31.75 | 51.4 | 37.23 | -24.56 | |
| GSSmemory size (m)=1000, category=Non-IF2023.04 | 31.75 | — | — | -24.56 | |
| ERbuffer size=10002022.09 | 31.59 | 51.55 | 37.36 | -24.95 | |
| ERmemory size (m)=1000, category=Non-IF2023.04 | 31.59 | — | — | -24.95 | |
| MIRbuffer size=10002022.09 | 31.39 | 51.31 | 37.24 | -24.89 | |
| ER-MIRmemory size (m)=1000, category=Non-IF2023.04 | 31.39 | — | — | -24.89 | |
| GMEDbuffer size=5002022.09 | 30.47 | 51.29 | 37.64 | -26.02 | |
| GMEDmemory size (m)=500, category=Non-IF2023.04 | 30.47 | — | — | -26.02 | |
| MIRbuffer size=5002022.09 | 29.1 | 51.47 | 35.2 | -27.95 | |
| ER-MIRmemory size (m)=500, category=Non-IF2023.04 | 29.1 | — | — | -27.95 | |
| ERbuffer size=5002022.09 | 28.97 | 51.7 | 35.3 | -28.4 | |
| ERmemory size (m)=500, category=Non-IF2023.04 | 28.97 | — | — | -28.4 | |
| GSSbuffer size=5002022.09 | 28.67 | 51.64 | 35.22 | -28.71 | |
| GSSmemory size (m)=500, category=Non-IF2023.04 | 28.67 | — | — | -28.71 | |
| Finetune2022.09 | 23.46 | — | — | — | |
| AGEMbuffer size=10002022.09 | 18.78 | 50.03 | 28.12 | -39.05 | |
| A-GEMmemory size (m)=1000, category=Non-IF2023.04 | 18.78 | — | — | -39.05 | |
| AGEMbuffer size=5002022.09 | 18.34 | 50.06 | 28.05 | -39.65 | |
| A-GEMmemory size (m)=500, category=Non-IF2023.04 | 18.34 | — | — | -39.65 | |
| GDUMBmemory size (m)=1000, category=Non-IF2023.04 | 17.69 | — | — | — | |
| GDUMB2022.09 | 16.37 | — | 17.69 | — | |
| GDUMBmemory size (m)=500, category=Non-IF2023.04 | 16.37 | — | — | — |