Task-Incremental Learning on ImageNet-1k 10 Tasks (test)
59.4AccuracyDyTox
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DyToxBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 59.4 | 6.15 | 58 | |
| SNVBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 57.82 | 0 | 58 | |
| DER++Backbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 55.8 | 6.3 | 36 | |
| iCaRLBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 55.1 | 9.8 | 37 | |
| NFL+Backbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 51.36 | 5.19 | 63 | |
| DCNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 50.15 | 6.42 | 60 | |
| WSNBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 48.73 | 0 | 52 | |
| NISPABackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 46.8 | 8.75 | 55 | |
| LwFBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 42.56 | 58.59 | 38 | |
| NFLBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 40.18 | 23.62 | 49 | |
| SIBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 39.82 | 63.76 | 41 | |
| SpaceNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 37.2 | 18.4 | 40 | |
| EWCBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 36.47 | 54.13 | 37 |