Task-Incremental Learning on ImageNet-1k 50 Tasks (test)
42.8AccuracyDyTox
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DyToxBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 42.8 | 13.7 | 42 | |
| SNVBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 40.18 | 0 | 44 | |
| DER++Backbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 39.4 | 14.5 | 23 | |
| iCaRLBackbone=ResNet-18, Memory Constraint=Memory-based2026.05 | 38.2 | 19.4 | 24 | |
| NFL+Backbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 37.2 | 12.4 | 48 | |
| DCNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 35.8 | 14.8 | 44 | |
| WSNBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 35.4 | 0 | 38 | |
| NISPABackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 32.5 | 18.6 | 38 | |
| NFLBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 26.8 | 38.7 | 34 | |
| LwFBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 25.8 | 74.5 | 22 | |
| SIBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 24.6 | 78.9 | 25 | |
| SpaceNetBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 23.1 | 32.4 | 25 | |
| EWCBackbone=ResNet-18, Memory Constraint=Memory-free2026.05 | 22.1 | 70.8 | 22 |