Table 11 Performance comparison between the proposed CNN and alternative methods using the K3Da dataset.

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

Exercise

SVM51

RF51

Hybrid CNN54

Proposed CNN

Balance open eyes

0.999

0.999

0.9991

1.000

Chair rise

1.000

1.000

1.000

1.000

One leg balance open eyes

0.999

0.998

0.9777

0.9000