Table 16 Comparison of firing rate calculation and DL prediction correctness metrics on the self-collected 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

Squat

0.8193

0.8189

0.8211

0.8200

0.1694

0.9887

0.8306

Lunges

0.8108

0.8123

0.8157

0.8140

0.1700

0.9078

0.8300

Heel raise

0.7633

0.7641

0.7671

0.7656

0.2265

0.958

0.7735

Sit to stand

0.7108

0.7101

0.7158

0.7129

0.2911

0.6336

0.7089

Leg Raise

0.8403

0.8404

0.8419

0.8411

0.1526

1.0361

0.8474

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