| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| REALDISP | F199.8 | 94 | 4mo ago | ||
| OctoNet | Accuracy100 | 93 | 3mo ago | ||
| UCI-HAR | rTsfNet | Accuracy97.76 | 86 | 2mo ago | |
| UP-Fall | RALIS | F1 Score92.17 | 78 | 4mo ago | |
| DailySport | RALIS | F1 Score93.64 | 78 | 4mo ago | |
| MM-Fi | Accuracy93.8 | 73 | 2mo ago | ||
| PAMAP2 | Accuracy98.6 | 66 | 18d ago | ||
| Opportunity | STELLA | Macro F194.29 | 51 | 18d ago | |
| RealWorld-HAR | FOCAL | Accuracy94.51 | 50 | 4mo ago | |
| XRF55 | PTA | Accuracy95.87 | 45 | 3mo ago | |
| HHAR | Accuracy96.6 | 39 | 18d ago | ||
| CMDFall | CMC* | F1 Score81.86 | 36 | 4mo ago | |
| Motion | GenHAR | Accuracy90.9 | 33 | 2mo ago | |
| USC-HAD | STELLA | Macro F172 | 33 | 18d ago | |
| Milan (mixed (pure + cross) windows) | LastAct | Accuracy70.09 | 30 | 1mo ago | |
| USC-HAD | SpikeTCN | Total Energy (µJ)0.05 | 29 | 3mo ago | |
| Skoda | Macro F197.01 | 29 | 2mo ago | ||
| MotionSense | Crossover-BiDir-BabyMamba | Macro-F193.03 | 29 | 2mo ago | |
| WISDM Cross-person split | CALDA | Micro F1 Score60.27 | 28 | 1mo ago | |
| OPPORTUNITY Cross-person | CALDA | Micro F1 Score0.844 | 28 | 1mo ago | |
| DSADS Cross-person | CALDA | Micro F1 Score86.96 | 28 | 1mo ago | |
| PAMAP2 | SpikeTCN | Total Energy (µJ)0.27 | 28 | 3mo ago | |
| PAMAP2 (test) | UniMTS | Accuracy98 | 28 | 4mo ago | |
| Capture24 2024 | Ours-Exp | HR0.912 | 24 | 4mo ago | |
| ACIDS | FOCAL | Accuracy92.47 | 24 | 4mo ago |
