Table 5 Error analysis of IPOIAR-DPRNN approach with existing techniques.
Methods | \(\:\varvec{A}\varvec{c}\varvec{c}{\varvec{u}}_{\varvec{y}}\) | \(\:\varvec{P}\varvec{r}\varvec{e}{\varvec{c}}_{\varvec{n}}\) | \(\:\varvec{R}\varvec{e}\varvec{c}{\varvec{a}}_{\varvec{l}}\) | \(\:{\varvec{F}}_{\varvec{m}\varvec{e}\varvec{a}\varvec{s}\varvec{u}\varvec{r}\varvec{e}}\) |
|---|---|---|---|---|
Multi-part bag-of-poses | 17.85 | 18.95 | 21.50 | 19.78 |
RF-PCA | 10.33 | 17.29 | 18.16 | 23.98 |
HAR3DS-Lie Group | 9.12 | 19.54 | 15.47 | 20.57 |
LMMML-Skelets | 6.58 | 18.28 | 19.57 | 23.49 |
Lie group + CNN | 7.00 | 18.04 | 16.60 | 22.17 |
Skeletal BoW | 5.66 | 19.58 | 23.01 | 18.44 |
HDS-SP | 4.12 | 23.71 | 22.66 | 15.50 |
SJACHA-3DCNN | 3.24 | 14.74 | 19.12 | 16.99 |
YOLOv5 | 9.67 | 16.63 | 17.57 | 23.22 |
CNN | 8.36 | 18.98 | 14.87 | 19.95 |
ConvLSTM | 5.92 | 17.58 | 18.79 | 22.85 |
IPOIAR-DPRNN | 2.89 | 12.90 | 13.06 | 13.02 |