Machine-Learning-Based Human Fall Detection Using Contact- and Noncontact-Based Sensors

Table 6

Comparison with the literature for fall detection from the frontal view.

Proposal	Dataset	Method	Accuracy (%)
Espinosa et al. [36]	UP-Fall	CNN	95.25
Yadav et al. [14]	UP-Fall	CNN	96.70
Proposed method (DenseNet)	UP-Fall	CNN	99.85