HHAR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Activity Recognition | HHAR (test) | Mean F1 Score89.01 | 46 | |
| Human Activity Recognition | HHAR | Accuracy96.6 | 37 | |
| Human Sensing | HHAR | ATR Ratio2.09 | 27 | |
| Human Activity Recognition | HHAR SA | Accuracy98.16 | 11 | |
| Time Series Classification | HHAR-OOD | Accuracy56.04 | 11 | |
| Human Activity Recognition | HHAR OOD | Accuracy58.22 | 11 | |
| Classification | HHAR 10-shot | Accuracy80.7 | 10 | |
| Classification | HHAR 5-shot | Accuracy74.3 | 10 | |
| Classification | HHAR 3-shot | Accuracy63.2 | 10 | |
| Activity Recognition | HHAR Oracle train-domain (val) | Nexus 4 Accuracy98.91 | 7 | |
| Activity Recognition | HHAR Train-domain (val) | Nexus 4 Accuracy98.91 | 7 | |
| Universal Domain Adaptation | HHAR | Transfer Accuracy (Source 0 → Target 2)47 | 6 | |
| Human Sensing | HHAR 10-shot | Training Time (mins)7.95 | 5 | |
| Human Sensing | HHAR 5-shot | Training Time (mins)4.62 | 5 | |
| Human Sensing | HHAR 3-shot | Training Time (mins)2.38 | 5 | |
| Human Sensing | HHAR 10-shot | GPU Utilization (%)89.72 | 5 | |
| Human Sensing | HHAR 5-shot | GPU Utilization79.32 | 5 | |
| Human Sensing | HHAR 3-shot | GPU Utilization59.59 | 5 | |
| Human Activity Recognition | HHAR (test) | Weighted F198.43 | 5 | |
| Activity Classification | HHAR unseen | F1 Score75 | 5 | |
| Human Sensing | HHAR | Watch Latency (ms)625.5 | 4 | |
| Activity Classification | HHAR seen | F1 Score98 | 4 |
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