Class-incremental Learning on CIFAR-100 Split 1.0 (test)
27.99AccuracyInfluenceCL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InfluenceCLMemory Size (m)=1000, Method Category=IF2023.04 | 27.99 | -64.56 | |
| MetaSPMemory Size (m)=1000, Method Category=IF2023.04 | 25.72 | -68.69 | |
| GEMMemory Size (m)=1000, Method Category=Non-IF2023.04 | 22.79 | -68.32 | |
| Vanilla IFMemory Size (m)=1000, Method Category=IF2023.04 | 22.75 | -72.56 | |
| InfluenceCLMemory Size (m)=500, Method Category=IF2023.04 | 21.15 | -73.24 | |
| MetaSPMemory Size (m)=500, Method Category=IF2023.04 | 19.28 | -76.13 | |
| GMEDMemory Size (m)=1000, Method Category=Non-IF2023.04 | 18.67 | -76.23 | |
| GSSMemory Size (m)=1000, Method Category=Non-IF2023.04 | 17.87 | -76.04 | |
| ERMemory Size (m)=1000, Method Category=Non-IF2023.04 | 17.56 | -77.52 | |
| ER-MIRMemory Size (m)=1000, Method Category=Non-IF2023.04 | 17.56 | -77.59 | |
| Vanilla IFMemory Size (m)=500, Method Category=IF2023.04 | 17.49 | -77.54 | |
| GEMMemory Size (m)=500, Method Category=Non-IF2023.04 | 15.91 | -77.07 | |
| GDUMBMemory Size (m)=1000, Method Category=Non-IF2023.04 | 15.75 | — | |
| GMEDMemory Size (m)=500, Method Category=Non-IF2023.04 | 14.56 | -80.68 | |
| GSSMemory Size (m)=500, Method Category=Non-IF2023.04 | 14.01 | -80.02 | |
| ERMemory Size (m)=500, Method Category=Non-IF2023.04 | 13.75 | -81.64 | |
| ER-MIRMemory Size (m)=500, Method Category=Non-IF2023.04 | 13.49 | -82.09 | |
| GDUMBMemory Size (m)=500, Method Category=Non-IF2023.04 | 11.11 | — | |
| HALMemory Size (m)=1000, Method Category=Non-IF2023.04 | 10.59 | -63.86 | |
| A-GEMMemory Size (m)=500, Method Category=Non-IF2023.04 | 9.31 | -85.18 | |
| A-GEMMemory Size (m)=1000, Method Category=Non-IF2023.04 | 9.27 | -84.88 | |
| HALMemory Size (m)=500, Method Category=Non-IF2023.04 | 8.2 | -65.7 |