Continual Learning on PAMAP2 8 subjects, 12 activities (test)
92.8FAUpper Bound
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Upper BoundType=Joint Training2026.03 | 92.8 | 0 | 92.8 | |
| Gated Adaptation (Ours)Type=Replay-free2026.03 | 77.7 | 16.2 | 93.8 | |
| HATType=Replay-free2026.03 | 67.8 | 28.5 | 96.6 | |
| EWCType=Replay-free2026.03 | 66.2 | 29.8 | 95.6 | |
| LwFType=Replay-free2026.03 | 64.8 | 31.3 | 96.8 |