Table 4.

Comparison with the state-of-the-art

Study	Year	Best Result (Acc%)
RF: with six (temporal, spatial, spectral) features used in random selection (Giovanini et al., 2018)	2018	64.9
MLP; used 18 time and frequency domain features by SAFE feature extraction method (Reilly, 2019)	2019	80
SVM; used force signals as features (Cetin & Bilgin, 2019)	2019	81.67
CNN (ours); used all force, moment, and CoP features	2020	99.3
RNN (ours); used all force, moment, and CoP measures		96.9
LSTM (ours); used all force, moment, and CoP measures		98.3
One-One-Three NN (ours); used all force, moment, and CoP measures		99.5
One-One-Two NN (ours); used all force, moment, and CoP measures		99.7
One-One-One NN (Proposed); used all force, moment, and CoP measures		99.9