Class-Incremental Learning on ImageNet-1k 50 Tasks (test)
25.6AccuracySNV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SNVBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 25.6 | 0.06 | 49 | |
| DyToxBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 24.5 | 43.5 | 42 | |
| NFL+Backbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 22.4 | 45.8 | 51 | |
| DCNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 20.8 | 47.3 | 48 | |
| NFLBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 14.8 | 53.1 | 39 | |
| NISPABackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 14.5 | 51.4 | 41 | |
| SpaceNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 8.3 | 53.8 | 36 | |
| PECBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 7.4 | 59.2 | 35 | |
| DER++Backbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 6.1 | 41.8 | 23 | |
| LwFBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 5.3 | 57.4 | 30 | |
| iCaRLBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 5.3 | 65.5 | 24 | |
| SIBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 4.5 | 55.2 | 28 | |
| EWCBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 3.2 | 52.1 | 25 |