Table 2 Fall detection outcome of the VTSAMRNN-FARS model under distinct epochs.
Class labels | \(\:\varvec{A}\varvec{c}\varvec{c}{\varvec{u}}_{\varvec{y}}\) | \(\:\varvec{P}\varvec{r}\varvec{e}{\varvec{c}}_{\varvec{n}}\) | \(\:\varvec{S}\varvec{e}\varvec{n}{\varvec{s}}_{\varvec{y}}\) | \(\:\varvec{S}\varvec{p}\varvec{e}{\varvec{c}}_{\varvec{y}}\) | \(\:{\varvec{F}1}_{\varvec{s}\varvec{c}\varvec{o}\varvec{r}\varvec{e}}\) | Kappa |
|---|---|---|---|---|---|---|
Epoch-500 | ||||||
 Fall | 98.89 | 98.89 | 98.89 | 99.14 | 98.89 | 98.96 |
 Non-Fall | 99.14 | 99.14 | 99.14 | 98.89 | 99.14 | 99.21 |
 Average | 99.02 | 99.02 | 99.02 | 99.02 | 99.02 | 99.08 |
Epoch-1000 | ||||||
 Fall | 98.89 | 99.26 | 98.89 | 99.43 | 99.07 | 99.14 |
 Non-Fall | 99.43 | 99.15 | 99.43 | 98.89 | 99.29 | 99.35 |
 Average | 99.16 | 99.20 | 99.16 | 99.16 | 99.18 | 99.24 |
Epoch-1500 | ||||||
 Fall | 98.89 | 99.26 | 98.89 | 99.43 | 99.07 | 99.14 |
 Non-Fall | 99.43 | 99.15 | 99.43 | 98.89 | 99.29 | 99.35 |
 Average | 99.16 | 99.20 | 99.16 | 99.16 | 99.18 | 99.25 |
Epoch-2000 | ||||||
 Fall | 99.26 | 99.26 | 99.26 | 99.43 | 99.26 | 99.31 |
 Non-Fall | 99.43 | 99.43 | 99.43 | 99.26 | 99.43 | 99.48 |
 Average | 99.34 | 99.34 | 99.34 | 99.34 | 99.34 | 99.40 |
Epoch-2500 | ||||||
 Fall | 99.63 | 99.26 | 99.63 | 99.43 | 99.45 | 99.53 |
 Non-Fall | 99.43 | 99.71 | 99.43 | 99.63 | 99.57 | 99.65 |
 Average | 99.53 | 99.49 | 99.53 | 99.53 | 99.51 | 99.59 |
Epoch-3000 | ||||||
 Fall | 99.63 | 99.63 | 99.63 | 99.71 | 99.63 | 99.69 |
 Non-Fall | 99.71 | 99.71 | 99.71 | 99.63 | 99.71 | 99.78 |
 Average | 99.67 | 99.67 | 99.67 | 99.67 | 99.67 | 99.73 |
