TABLE 7.
Precision, Recall, and F1 score for ADL and Fall activities over UMA_fall and UR-fall Datasets.
Classes | UMA_fall ADL activities | UMA_ fall Fall activities | UR-fall ADL activities | UR-fall fall activities | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Activities | Precision | Recall | F1 score | Precision | Recall | F1 score | Precisiom | Recall | F1 score | Precision | Recall | F1 score |
BD | 99 | 97 | 98 | — | — | — | — | — | — | — | — | — |
CD | 96 | 97 | 97 | — | — | — | — | — | — | — | — | — |
CU | 96 | 97 | 97 | — | — | — | — | — | — | — | — | — |
HP | 97 | 96 | 96 | — | — | — | — | — | — | — | — | — |
JG | 97 | 97 | 97 | — | — | — | — | — | — | — | — | — |
LD | 98 | 96 | 97 | — | — | — | — | — | — | — | — | — |
SD | 96 | 97 | 97 | — | — | — | — | — | — | — | — | — |
WK | 96 | 97 | 97 | — | — | — | — | — | — | — | — | — |
Fall forward | — | — | — | 95 | 95 | 95 | — | — | — | — | — | — |
Fall backward | — | — | — | 95 | 94 | 94 | — | — | — | — | — | — |
Fall lateral | — | — | — | 94 | 95 | 95 | — | — | — | — | — | — |
ST | — | — | — | — | — | — | 94 | 95 | 95 | — | — | — |
SI | — | — | — | — | — | — | 93 | 95 | 94 | — | — | — |
LD | — | — | — | — | — | — | 92 | 94 | 93 | — | — | — |
BD | — | — | — | — | — | — | 96 | 92 | 94 | — | — | — |
CR | — | — | — | — | — | — | 95 | 94 | 95 | — | — | — |
WLK | — | — | — | — | — | — | 95 | 94 | 95 | — | — | — |
PR | — | — | — | — | — | — | 94 | 95 | 95 | — | — | — |
OT | — | — | — | — | — | — | 96 | 92 | 94 | — | — | — |
Fall forward | — | — | — | — | — | — | — | — | — | 93 | 92 | 93 |
Fall backward | — | — | — | — | — | — | — | — | — | 91 | 91 | 91 |
Getup (from chair) | — | — | — | — | — | — | — | — | — | 89 | 92 | 91 |
FWS | — | — | — | — | — | — | — | — | — | 93 | 92 | 93 |
FWST | — | — | — | — | — | — | — | — | — | 94 | 93 | 94 |