| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| SisFall (test) | MultiModalFallDetector | Recall98.9 | 13 | 4mo ago | |
| Custom synchronized radar-vibration bathroom dataset (test) | Ours | Accuracy96.1 | 10 | 4mo ago | |
| mmWave Fall Detection (Occlusion) | EM-Fall | Accuracy94.7 | 6 | 1mo ago | |
| mmWave Fall Detection (Low Visibility) | EM-Fall | Accuracy97 | 6 | 1mo ago | |
| mmWave Fall Detection Normal Lighting | EM-Fall | Accuracy100 | 6 | 1mo ago | |
| UP-Fall | Accuracy99.92 | 6 | 18d ago | ||
| UP-Fall (test) | DistillH-Mamba-Student | F1 Score97.51 | 5 | 18d ago | |
| SmartFallMM (ten LOSO-CV folds) | Gated-CNN | F1 Score93 | 5 | 2mo ago | |
| UMAFall (test) | DistillH-Mamba-Student | Accuracy97.62 | 4 | 18d ago | |
| UMAFall | Gated-CNN | Macro F191 | 2 | 2mo ago | |
| FallAllD | Gated-CNN | Macro F190 | 2 | 2mo ago | |
| WEDA-Fall | Gated-CNN | Macro F1-score93 | 2 | 2mo ago | |
| SmartFallMM | Gated-CNN | Macro F1 Score93 | 2 | 2mo ago | |
| WiFall Dataset | CSI-BERT2 | Accuracy94.79 | 2 | 4mo ago |
