Task-incremental learning on Split CIFAR-10 (5 disjoint subsets)
92.53ACCOurs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oursmemory constraint (m)=5002023.04 | 92.53 | -5.46 | |
| Oursmemory constraint (m)=3002023.04 | 91.52 | -6.94 | |
| MetaSPmemory constraint (m)=5002023.04 | 91.41 | -7.36 | |
| Vanilla IFmemory constraint (m)=5002023.04 | 91.06 | -7.36 | |
| Vanilla IFmemory constraint (m)=3002023.04 | 90.67 | -7.65 | |
| ER-MIRmemory constraint (m)=5002023.04 | 90.63 | -7.62 | |
| ERmemory constraint (m)=5002023.04 | 90.6 | -7.74 | |
| GEMmemory constraint (m)=5002023.04 | 90.42 | -7.88 | |
| GSSmemory constraint (m)=5002023.04 | 90.38 | -7.73 | |
| MetaSPmemory constraint (m)=3002023.04 | 89.91 | -9 | |
| GMEDmemory constraint (m)=5002023.04 | 89.72 | -8.75 | |
| GEMmemory constraint (m)=3002023.04 | 89.34 | -9.09 | |
| ERmemory constraint (m)=3002023.04 | 88.97 | -9.95 | |
| GMEDmemory constraint (m)=3002023.04 | 88.91 | -9.76 | |
| ER-MIRmemory constraint (m)=3002023.04 | 88.5 | -10.33 | |
| GSSmemory constraint (m)=3002023.04 | 88.05 | -10.63 | |
| A-GEMmemory constraint (m)=5002023.04 | 86.45 | -12.83 | |
| A-GEMmemory constraint (m)=3002023.04 | 85.52 | -14.07 | |
| HALmemory constraint (m)=5002023.04 | 81.84 | -12.73 | |
| HALmemory constraint (m)=3002023.04 | 79.9 | -14.39 | |
| GDUMBmemory constraint (m)=5002023.04 | 78.06 | — | |
| GDUMBmemory constraint (m)=3002023.04 | 73.22 | — |