Table 13 Evaluation of traditional machine learning methods versus the proposed CNN using the self-collected dataset.
From: Spike train analysis in rehabilitation movement classification using deep learning approach
Exercise | SVM | RF | K-NN | Proposed CNN |
|---|---|---|---|---|
Squat | 0.999 | 0.998 | 0.999 | 1.000 |
Lunges | 0.999 | 1.000 | 1.000 | 1.000 |
Heel raise | 0.998 | 0.998 | 0.962 | 1.000 |
Sit to stand | 0988 | 0.998 | 0.983 | 1.000 |
Leg raise | 1.000 | 0.999 | 0.977 | 1.000 |
