Class-Incremental Learning on ImageNet-1k 10 Tasks (test)
41.3AccuracySNV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SNVBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 41.3 | 0.05 | 65 | |
| DyToxBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 40.15 | 35.2 | 58 | |
| NFL+Backbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 38.42 | 37.78 | 67 | |
| DCNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 37.8 | 38.96 | 66 | |
| NISPABackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 29.4 | 43.08 | 61 | |
| NFLBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 27.15 | 44.8 | 59 | |
| PECBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 14.83 | 50.2 | 53 | |
| DER++Backbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 14.2 | 32.8 | 36 | |
| SpaceNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 13.5 | 44.28 | 53 | |
| iCaRLBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 12.45 | 56.4 | 37 | |
| LwFBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 11.24 | 47.5 | 51 | |
| SIBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 9.68 | 45.51 | 50 | |
| EWCBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 7.53 | 41.67 | 48 |