Fall Detection on Custom synchronized radar-vibration bathroom dataset (test)
96.1AccuracyOurs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OursModalities=Radar + vibration, Lat. [ms]=15.8, Ewin [mJ]=107502026.03 | 96.1 | 88 | |
| FMCW fusionModalities=Radar + vibration, Lat. [ms]=35.9, Ewin [mJ]=142002026.03 | 94.1 | 86.7 | |
| Seismic floorModalities=Floor vibration, Lat. [ms]=19.4, Ewin [mJ]=91002026.03 | 93.8 | 86 | |
| FMCW LSTM Transf.Modalities=Radar only, Lat. [ms]=28.7, Ewin [mJ]=121002026.03 | 93.2 | 87.3 | |
| Heterog. fusionModalities=Vibration fusion, Lat. [ms]=23.5, Ewin [mJ]=103002026.03 | 93 | 85.4 | |
| mmWave 1D CNNModalities=Radar only, Lat. [ms]=17.9, Ewin [mJ]=98002026.03 | 92 | 86.1 | |
| vibration MLModalities=Vibration only, Lat. [ms]=17.6, Ewin [mJ]=111532026.03 | 91.4 | 84 | |
| ML wearableModalities=Vibration only, Lat. [ms]=34.8, Ewin [mJ]=192102026.03 | 90.6 | 83.1 | |
| vibration ruleModalities=Vibration only, Lat. [ms]=25.1, Ewin [mJ]=121312026.03 | 89.1 | 80.2 | |
| Thresh. accelModalities=Vibration only, Lat. [ms]=22.7, Ewin [mJ]=149312026.03 | 88.3 | 79.5 |