Table 7 Comparative performance evaluation of the IPOIAR-DPRNN method through ablation study.

From: Enhancing indoor activity recognition for disabled persons using multi head self attention recurrent neural network with improved pelican algorithm

Methods

\(\:\varvec{A}\varvec{c}\varvec{c}{\varvec{u}}_{\varvec{y}}\)

\(\:\varvec{P}\varvec{r}\varvec{e}{\varvec{c}}_{\varvec{n}}\)

\(\:\varvec{R}\varvec{e}\varvec{c}{\varvec{a}}_{\varvec{l}}\)

\(\:{\varvec{F}}_{\varvec{m}\varvec{e}\varvec{a}\varvec{s}\varvec{u}\varvec{r}\varvec{e}}\)

EfficientNetB7

95.40

85.05

84.87

85.09

IPOA

95.95

85.61

85.48

85.76

BiLSTM-MHSA

96.51

86.41

86.26

86.38

IPOIAR-DPRNN

97.11

87.10

86.94

86.98

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