| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Human Sensing | Gesture | ATR Ratio1.9 | 27 | |
| Clustering | Gesture | NMI17.47 | 12 | |
| Classification | Gesture 10-shot | Accuracy79.4 | 10 | |
| Classification | Gesture 5-shot | Accuracy73.4 | 10 | |
| Classification | Gesture 3-shot | Accuracy66.3 | 10 | |
| Classification | gesture D5 0.15 (test) | Mean Accuracy66.64 | 10 | |
| Time-series classification | Gesture | Accuracy77 | 9 | |
| Time-series Classification | Gesture (test) | Accuracy83.67 | 7 | |
| Tabular Imputation | gesture out-of-sample | MAE0.353 | 6 | |
| Human Sensing | Gesture 10-shot | Training Time (mins)11.24 | 5 | |
| Human Sensing | Gesture 5-shot | Training Time (mins)6.12 | 5 | |
| Human Sensing | Gesture 3-shot | Training Time (mins)3.36 | 5 | |
| Human Sensing | Gesture 10-shot | GPU Utilization98.04 | 5 | |
| Human Sensing | Gesture 5-shot | GPU Utilization72.16 | 5 | |
| Human Sensing | Gesture 3-shot | GPU Utilization57.02 | 5 | |
| Human Sensing | Gesture | Watch Latency (ms)692 | 4 |