| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| REALDISP | F199.8 | 94 | 3mo ago | ||
| OctoNet | Accuracy100 | 93 | 2mo ago | ||
| UCI-HAR | rTsfNet | Accuracy97.76 | 86 | 12d ago | |
| UP-Fall | RALIS | F1 Score92.17 | 78 | 3mo ago | |
| DailySport | RALIS | F1 Score93.64 | 78 | 3mo ago | |
| MM-Fi | Accuracy93.8 | 73 | 22d ago | ||
| PAMAP2 | rTsfNet | Accuracy95.35 | 54 | 12d ago | |
| RealWorld-HAR | FOCAL | Accuracy94.51 | 50 | 3mo ago | |
| XRF55 | PTA | Accuracy95.87 | 45 | 1mo ago | |
| Opportunity | Crossover-BiDir-BabyMamba | Macro F188.81 | 43 | 14d ago | |
| HHAR | Accuracy96.6 | 37 | 12d ago | ||
| CMDFall | CMC* | F1 Score81.86 | 36 | 3mo ago | |
| Motion | GenHAR | Accuracy90.9 | 33 | 12d ago | |
| Milan (mixed (pure + cross) windows) | LastAct | Accuracy70.09 | 30 | 1d ago | |
| USC-HAD | SpikeTCN | Total Energy (µJ)0.05 | 29 | 1mo ago | |
| Skoda | Macro F197.01 | 29 | 14d ago | ||
| MotionSense | Crossover-BiDir-BabyMamba | Macro-F193.03 | 29 | 14d ago | |
| PAMAP2 | SpikeTCN | Total Energy (µJ)0.27 | 28 | 1mo ago | |
| PAMAP2 (test) | UniMTS | Accuracy98 | 28 | 3mo ago | |
| Capture24 2024 | Ours-Exp | HR0.912 | 24 | 3mo ago | |
| USC-HAD | TCNet | Macro F170.21 | 24 | 1mo ago | |
| ACIDS | FOCAL | Accuracy92.47 | 24 | 3mo ago | |
| MOD | FOCAL | Accuracy96.65 | 24 | 3mo ago | |
| WISDM | FlowFM | Macro F189.1 | 23 | 1mo ago | |
| EMOPain | Mantis+ | Accuracy89.39 | 22 | 3mo ago |
