Image Classification on CIFAR-10 Split
98.3Average AccuracyJoint (UB)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Joint (UB)Setting=Task-incremental, Role=Upper Bound2020.03 | 98.3 | 99.6 | 96.4 | 97.9 | 99.5 | 98.3 | |
| Conditional Channel Gated NetworksSetting=Task-incremental2020.03 | 96.4 | 99.4 | 91.7 | 95 | 98.3 | 97.8 | |
| HATSetting=Task-incremental2020.03 | 96.3 | 98.8 | 91.1 | 95.3 | 98.5 | 97.7 | |
| EWC-OnSetting=Task-incremental2020.03 | 85.5 | 75.8 | 80.4 | 80.3 | 95.2 | 96 | |
| SSD+EWCK=1, Neurons per layer=1k2025.12 | 80 | — | — | — | — | — | |
| SSDK=1, Neurons per layer=1k2025.12 | 74 | — | — | — | — | — | |
| SSDK=10, Neurons per layer=1k2025.12 | 73 | — | — | — | — | — | |
| LwFSetting=Task-incremental2020.03 | 70.2 | 94.8 | 87.3 | 67.1 | 50.5 | 51.4 | |
| SDMLPK=1, Neurons per layer=1k2025.12 | 70 | — | — | — | — | — | |
| EWCNeurons per layer=1k2025.12 | 67 | — | — | — | — | — | |
| SDMLPK=10, Neurons per layer=1k2025.12 | 63 | — | — | — | — | — | |
| SINeurons per layer=1k2025.12 | 34 | — | — | — | — | — | |
| EWCBackbone=WRN-28×102026.02 | — | 20.6 | 17.5 | 19.2 | 24.5 | 23.6 | |
| OGDBackbone=WRN-28×102026.02 | — | 80.3 | 63.7 | 53 | 66 | 94.7 | |
| SFAOBackbone=WRN-28×102026.02 | — | 78.7 | 56.9 | 55.4 | 69.9 | 90.9 | |
| SGDBackbone=WRN-28×102026.02 | — | 77.3 | 60.4 | 52.5 | 51.6 | 86.3 | |
| SIBackbone=WRN-28×102026.02 | — | 70.2 | 51.8 | 44.1 | 66.3 | 96.1 |