Table 14 Comparison of DL prediction and firing rate calculation correctness metrics on the UI-PRMD dataset.

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

Exercise

DL Prediction

Firing rate calculation

Correctness prediction

Precision

Recall

F1-score

Mean percentage error

Mean absolute deviation

Movement correctness

Deep squat

0.8396

0.8396

0.8676

0.8521

0.2235

0.4825

0.7765

Hurdle step

0.7591

0.7536

0.7803

0.7666

0.2052

0.7104

0.7948

Inline lunges

0.7236

0.7183

0.7552

0.7363

0.3269

0.6951

0.6731

Sit to stand

0.8105

0.8102

0.8238

0.8169

0.1685

0.5348

0.8315

Shoulder extension

0.7957

0.7963

0.8166

0.8048

0.2161

0.7142

0.7839

Leg raise

0.7445

0.7459

0.7718

0.7586

0.2656

0.6839

0.7344

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