Continual Learning on DSA 8 subjects, 18 activities (test)
97.4FAUpper Bound
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Upper BoundType=Joint Training2026.03 | 97.4 | 0 | 97.4 | |
| Gated Adaptation (Ours)Type=Replay-free2026.03 | 78.7 | 19.6 | 98.3 | |
| HATType=Replay-free2026.03 | 70.2 | 28.3 | 99.1 | |
| LwFType=Replay-free2026.03 | 69.8 | 29.2 | 99 | |
| EWCType=Replay-free2026.03 | 68.5 | 30.1 | 98.5 |