Class-Incremental Learning on ImageNet-1k 20 Tasks (test)
34.2AccuracySNV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SNVBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 34.2 | 0.05 | 58 | |
| DyToxBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 33.2 | 38.8 | 50 | |
| NFL+Backbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 31.5 | 41.2 | 60 | |
| DCNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 30.1 | 42.5 | 58 | |
| NISPABackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 22.3 | 46.9 | 52 | |
| NFLBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 21.4 | 48.5 | 50 | |
| PECBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 11.2 | 54.6 | 45 | |
| SpaceNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 10.4 | 48.5 | 44 | |
| DER++Backbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 10.35 | 36.5 | 30 | |
| iCaRLBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 8.8 | 60.2 | 31 | |
| LwFBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 8.45 | 52.1 | 41 | |
| SIBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 7.15 | 49.8 | 40 | |
| EWCBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 5.6 | 46.2 | 38 |