Closed-set activity classification on HAR (XS)
85.1AccuracySpectral tokens + Q-Former + T.a.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Spectral tokens + Q-Former + T.a.Dynamic=true, Input representation=Spectral tokens2026.04 | 85.1 | 65.3 | |
| Spectral tokens + Q-FormerDynamic=true, Input representation=Spectral tokens2026.04 | 82.4 | 61 | |
| Raw features + Q-FormerDynamic=true, Input representation=Raw features2026.04 | 68.5 | 46.2 | |
| TinyHARWindow size=5 sec2026.04 | 56.1 | 34 | |
| DeepConvLSTMWindow size=5 sec2026.04 | 54.3 | 31.4 | |
| TinyHARWindow size=2 sec2026.04 | 53 | 31.2 | |
| DeepConvLSTMWindow size=2 sec2026.04 | 51.2 | 29.1 | |
| TinyHARWindow size=1 sec2026.04 | 50.1 | 28.3 | |
| DeepConvLSTMWindow size=1 sec2026.04 | 48.5 | 26 |