Closed-set activity classification on HAR (XP)
68.3AccuracySpectral tokens + Q-Former + T.a.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Spectral tokens + Q-Former + T.a.Dynamic=true, Input representation=Spectral tokens2026.04 | 68.3 | 52.4 | |
| Spectral tokens + Q-FormerDynamic=true, Input representation=Spectral tokens2026.04 | 64.6 | 48.2 | |
| Raw features + Q-FormerDynamic=true, Input representation=Raw features2026.04 | 48.9 | 33.5 | |
| TinyHARWindow size=5 sec2026.04 | 35.2 | 19.3 | |
| TinyHARWindow size=2 sec2026.04 | 33 | 18 | |
| DeepConvLSTMWindow size=5 sec2026.04 | 32.8 | 16.4 | |
| DeepConvLSTMWindow size=2 sec2026.04 | 30.5 | 15.3 | |
| TinyHARWindow size=1 sec2026.04 | 30 | 16.1 | |
| DeepConvLSTMWindow size=1 sec2026.04 | 28 | 14.2 |