A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.

EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow

A research repository of deep learning on electroencephalographic (EEG) for Motor imagery(MI), including eeg data processing(visualization & analysis), papers(research and summary), deep learning models(reproduction and experiments).

IEEE Transactions on Emerging Topics in Computational Intelligence

Deep Learning pipeline for motor-imagery classification.

Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals

Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-based EEG Signals

EEG Motor Imagery Classification Using CNN, Transformer, and MLP

Towards Domain Free Transformer for Generalized EEG Pre-training

Motor Imagery EEG signal Classification on DWT

Project to test the accuracy of multiple algorithms published in articles to the EEG binary motor imagery problem

This is a python code for extracting EEG signals from dataset 2b from competition iv, then it converts the data to spectrogram images to classify them using a CNN classifier.

Senior Design Project at UH

Implementation of Convolutional Recurrent Neural Network (CRNN) to decode motor imagery EEG data.

This code is for classifying spectrogram images of Motor Movement/Imagery tasks using a Convolutional Neural Network (CNN) and Generative Adversarial Network (GAN) for data augmentation..

Using Deep Learning techniques to classify Motor Imagery Electroencephalography (EEG) signals

Record EEG data from a Muse 2 headband using the MInd Monitor app and python osc module. Build and train a CNN model in Keras framework to classify Left-Right Motor Imagery. Make real-time predictions using the trained model.

Motor Imagery System Using a Low-Cost EEG Brain Computer Interface.

A Novel Adversarial Approach for EEG Dataset Refinement: Enhancing Generalization through Proximity-to-Boundary Scoring