Task-incremental Learning on CIFAR-100 Split 1.0 (test)
76.14ACCMetaSP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MetaSPMemory Size (m)=1000, Method Category=IF2023.04 | 76.14 | -14.32 | |
| InfluenceCLMemory Size (m)=1000, Method Category=IF2023.04 | 74.27 | -16.37 | |
| GMEDMemory Size (m)=1000, Method Category=Non-IF2023.04 | 73.91 | -15.1 | |
| GEMMemory Size (m)=1000, Method Category=Non-IF2023.04 | 73.71 | -12.81 | |
| Vanilla IFMemory Size (m)=1000, Method Category=IF2023.04 | 73.25 | -17.22 | |
| InfluenceCLMemory Size (m)=500, Method Category=IF2023.04 | 72.53 | -17.22 | |
| GSSMemory Size (m)=1000, Method Category=Non-IF2023.04 | 71.98 | -16.06 | |
| ERMemory Size (m)=1000, Method Category=Non-IF2023.04 | 71.74 | -17.4 | |
| Vanilla IFMemory Size (m)=500, Method Category=IF2023.04 | 71.74 | -17.9 | |
| ER-MIRMemory Size (m)=1000, Method Category=Non-IF2023.04 | 71.2 | -18.1 | |
| MetaSPMemory Size (m)=500, Method Category=IF2023.04 | 70.81 | -19.74 | |
| GMEDMemory Size (m)=500, Method Category=Non-IF2023.04 | 68.82 | -20.53 | |
| GEMMemory Size (m)=500, Method Category=Non-IF2023.04 | 68.68 | -18.72 | |
| ERMemory Size (m)=500, Method Category=Non-IF2023.04 | 66.82 | -22.73 | |
| GSSMemory Size (m)=500, Method Category=Non-IF2023.04 | 66.8 | -21.44 | |
| ER-MIRMemory Size (m)=500, Method Category=Non-IF2023.04 | 66.18 | -23.6 | |
| A-GEMMemory Size (m)=1000, Method Category=Non-IF2023.04 | 55.95 | -33.01 | |
| A-GEMMemory Size (m)=500, Method Category=Non-IF2023.04 | 55.28 | -34.1 | |
| HALMemory Size (m)=1000, Method Category=Non-IF2023.04 | 50.07 | -20.61 | |
| HALMemory Size (m)=500, Method Category=Non-IF2023.04 | 44.98 | -25.17 | |
| GDUMBMemory Size (m)=1000, Method Category=Non-IF2023.04 | 43.25 | — | |
| GDUMBMemory Size (m)=500, Method Category=Non-IF2023.04 | 36.4 | — |