Fall Detection on SisFall (test)
98.9RecallMultiModalFallDetector
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MultiModalFallDetectorvariant=Full Model2026.03 | 98.9 | 98.5 | 98.7 | 99.4 | |
| MultiModalFallDetectorauxiliary_task=false2026.03 | 94 | — | 93 | 96 | |
| MultiModalFallDetectorattention=false2026.03 | 93 | — | 91 | 95 | |
| MultiModalFallDetectormulti_scale_cnn=false, kernel_size=3 only2026.03 | 92 | — | 91 | 95 | |
| MultiModalFallDetectortransfer_learning=false2026.03 | 91 | — | 90 | 95 | |
| CNN-LSTMattention=false2026.03 | 90 | 91 | 90 | 95 | |
| Thresholdparameter=2.0g2026.03 | 89 | 72 | 80 | 83 | |
| MultiModalFallDetectormodality=single-modal, sensors=acc only2026.03 | 89 | — | 87 | 93 | |
| LSTM-only2026.03 | 88 | 86 | 87 | 92 | |
| MultiModalFallDetectorfocal_loss=false, loss_function=BCE2026.03 | 88 | — | 89 | 94 | |
| CNN-only2026.03 | 86 | 88 | 87 | 93 | |
| Random Forest2026.03 | 84 | 83 | 83 | 89 | |
| SVM + Handcrafted2026.03 | 82 | 85 | 83 | 90 |