ResEMGNet: A Lightweight Residual Deep Learning Architecture for Neuromuscular Disorder Detection from Raw EMG Signals

no code implementations • 19 Sep 2023 • Minhajur Rahman, Md Toufiqur Rahman, Md Tanvir Raihan, Celia Shahnaz

Amyotrophic Lateral Sclerosis (ALS) and Myopathy are debilitating neuromuscular disorders that demand accurate and efficient diagnostic approaches.

Electromyography (EMG)

EMG Signal Classification for Neuromuscular Disorders with Attention-Enhanced CNN

no code implementations • 19 Sep 2023 • Md. Toufiqur Rahman, Minhajur Rahman, Celia Shahnaz

This study marks a contribution to addressing the diagnostic challenges posed by neuromuscular disorders through a data-driven, multi-class classification approach, providing valuable insights into the potential for early and accurate detection.

Electromyography (EMG) Multi-class Classification