Fall Detection on UP-Fall
99.92AccuracyFL-FD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FL-FDFall=✓, Impact=X2026.07 | 99.92 | — | — | |
| Fall-MambaFall=✓, Impact=X2026.07 | 99.63 | — | — | |
| CNN+LSTMFall=✓, Impact=X2026.07 | 98.59 | — | 92.47 | |
| DistillH-Mamba-StudentFall=✓, Impact=✓2026.07 | 97.38 | — | 97.51 | |
| Transformer-based fall detectionFall=✓, Impact=X2026.07 | 96.67 | — | 82.24 | |
| MSTSK-GFFkFall=✓, Impact=X2026.07 | 96.53 | — | 96.95 | |
| Gated-CNNEvaluation Protocol=LOSO-CV, Dual Stream Modality=true2026.05 | — | 90 | — | |
| TransformerEvaluation Protocol=LOSO-CV, Dual Stream Modality=true2026.05 | — | 78 | — |