Popular GitHub Repositories for Emg

i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG, ECG, etc. ii. Including the attention of spatial dimension (channel attention) and *temporal dimension*. iii. Common spatial pattern (CSP), an efficient feature enhancement method, realized with Python.

Domain Adaption for sEMG-based Gesture Recognition with Recurrent Neural Networks

Preprocessing and classify EMG signals, using Tensorflow and Tensorflow Lite to deploy an AI model in a ESP32C3

[Arxiv] Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework

Continuous Estimation of Human Joint Angles From sEMG Using a Multi-Feature Temporal Convolutional Attention-Based Network

Neural architecture search framework based on reinforcement learning:"A Novel Approach to Detecting Muscle Fatigue Based on sEMG by Using Neural Architecture Search Framework"

An experimental study on upper limb position invariant EMG signal classification using various machine learning models such as Linear regression, logistic regression, SVM, SGD etc.This paper is focused on the man-machine interfaces for proper controlling of prosthtic devices with multiple degrees of freedom.This is a research project I have done under Prof. Suman Samui.

An easy-to-use app that provides 1) interactive visualization of EEG, EMG, and/or Norepinephrine recordings of mice, 2) automated sleep scoring, 3) allows user annotation or correction, 4) post-sleep-scoring statistics about sleep scores.

This repository is based on my research work "Detecting Freezing of Gait in Parkinson's Disease Patients Using Multi-Modal Machine Learning"