Task-Incremental Learning on ImageNet-1k 20 Tasks (test)
52.1AccuracyDyTox
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DyToxBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 52.1 | 8.9 | 50 | |
| SNVBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 50.45 | 0 | 52 | |
| DER++Backbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 48.2 | 9.15 | 30 | |
| iCaRLBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 47.5 | 13.6 | 31 | |
| NFL+Backbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 45.8 | 7.85 | 56 | |
| DCNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 44.3 | 9.5 | 53 | |
| WSNBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 43.2 | 0 | 46 | |
| NISPABackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 40.6 | 12.3 | 47 | |
| LwFBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 35.2 | 65.3 | 31 | |
| NFLBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 34.5 | 30.15 | 42 | |
| SIBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 33.4 | 70.2 | 34 | |
| SpaceNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 30.8 | 24.6 | 33 | |
| EWCBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 30.2 | 61.5 | 30 |