| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| REALDISP | F199.8 | 94 | 4d ago | ||
| UP-Fall | RALIS | F1 Score92.17 | 78 | 4d ago | |
| DailySport | RALIS | F1 Score93.64 | 78 | 4d ago | |
| RealWorld-HAR | FOCAL | Accuracy94.51 | 50 | 4d ago | |
| CMDFall | CMC* | F1 Score81.86 | 36 | 4d ago | |
| PAMAP2 | RAG-HAR | F1 Score91.12 | 26 | 4d ago | |
| Capture24 2024 | Ours-Exp | HR0.912 | 24 | 4d ago | |
| ACIDS | FOCAL | Accuracy92.47 | 24 | 4d ago | |
| MOD | FOCAL | Accuracy96.65 | 24 | 4d ago | |
| WISDM | FlowFM | Macro F189.1 | 23 | 4d ago | |
| Opportunity | Crossover-BiDir-BabyMamba | Macro F188.81 | 23 | 4d ago | |
| EMOPain | Mantis+ | Accuracy89.39 | 22 | 4d ago | |
| PAMAP2 (test) | UniMTS | Accuracy98 | 21 | 2d ago | |
| TotalCapture | ImageBIND | Accuracy72 | 16 | 4d ago | |
| mRi | MoBind | Accuracy98 | 16 | 4d ago | |
| UCI-HAR | UniMTS | Accuracy92.1 | 15 | 2d ago | |
| ADL | FlowFM | F1 Score92.86 | 14 | 4d ago | |
| RealWorld | FlowFM | F192.11 | 14 | 4d ago | |
| Breakfast | S5 + LSMCL | Accuracy90.7 | 14 | 4d ago | |
| mmWave radar point cloud (test) | Skeleton | Overall Accuracy97.25 | 12 | 4d ago | |
| HAR | Time per Sweep (s)7.53 | 12 | 4d ago | ||
| UCI-HAR 6-Classes (test) | TeCh | Accuracy94.15 | 11 | 4d ago | |
| FLAAP 10-Classes (test) | TeCh | Accuracy80.6 | 11 | 4d ago | |
| UEA HAR Average | Mantis+ | Accuracy87.96 | 11 | 4d ago | |
| UCR HAR Average | MantisV2 | Accuracy80.07 | 11 | 4d ago |