| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| REALDISP | F199.8 | 94 | 1mo ago | ||
| OctoNet | Accuracy100 | 93 | 16d ago | ||
| UP-Fall | RALIS | F1 Score92.17 | 78 | 1mo ago | |
| DailySport | RALIS | F1 Score93.64 | 78 | 1mo ago | |
| RealWorld-HAR | FOCAL | Accuracy94.51 | 50 | 1mo ago | |
| XRF55 | PTA | Accuracy95.87 | 45 | 11d ago | |
| MM-Fi | COMPASS | Accuracy90.4 | 45 | 16d ago | |
| CMDFall | CMC* | F1 Score81.86 | 36 | 1mo ago | |
| UCI-HAR | MSTN-Transformer | Accuracy96.84 | 31 | 4d ago | |
| USC-HAD | SpikeTCN | Total Energy (µJ)0.05 | 29 | 5d ago | |
| PAMAP2 | SpikeTCN | Total Energy (µJ)0.27 | 28 | 5d ago | |
| PAMAP2 (test) | UniMTS | Accuracy98 | 28 | 1mo ago | |
| PAMAP2 | RAG-HAR | F1 Score91.12 | 26 | 1mo ago | |
| Capture24 2024 | Ours-Exp | HR0.912 | 24 | 1mo ago | |
| ACIDS | FOCAL | Accuracy92.47 | 24 | 1mo ago | |
| MOD | FOCAL | Accuracy96.65 | 24 | 1mo ago | |
| WISDM | FlowFM | Macro F189.1 | 23 | 12d ago | |
| Opportunity | Crossover-BiDir-BabyMamba | Macro F188.81 | 23 | 1mo ago | |
| EMOPain | Mantis+ | Accuracy89.39 | 22 | 1mo ago | |
| Parkinson | SpikeTCN | Energy Consumption (µJ)0.08 | 19 | 5d ago | |
| HAR70+ | SpikeTCN | Energy Consumption (µJ)0.07 | 19 | 5d ago | |
| HuGaDB | SpikeTCN | Energy Consumption (µJ)0.37 | 19 | 5d ago | |
| Daily-Sports | SpikeTCN | Energy Consumption (µJ)0.25 | 19 | 5d ago | |
| TNDA | SpikeTCN | Energy Consumption (µJ)0.4 | 19 | 5d ago | |
| UCI HAR | SPECTRA | Inference latency (ms)0.21 | 16 | 20d ago |
