Table 9 Comparison of six-class exercise recognition performance between the proposed CNN and alternative methods using the UI-PRMD dataset.

From: Spike train analysis in rehabilitation movement classification using deep learning approach

Exercise

CNN68

RNN68

HNN68

Proposed CNN

Deep squat

0.99

0.98

0.97

0.97

Hurdle step

0.97

0.95

0.92

0.97

Inline lunges

0.96

0.91

0.86

0.93

Sit to stand

0.99

0.97

0.94

0.97

Shoulder extension

0.97

0.95

0.93

1.00

Leg raise

0.98

0.98

0.95

1.00