This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal classification, using Keras and Tensorflow

[Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces - https://arxiv.org/pdf/1611.08024.pdf

Code to accompany our International Joint Conference on Neural Networks (IJCNN) paper entitled - Simulating Brain Signals: Creating Synthetic EEG Data via Neural-Based Generative Models for Improve…

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

Implementation of Deep Neural Networks in Keras and Tensorflow to classify motor imagery tasks using EEG data

Motor Imagery Classification based on EEG at Columbia Medical Center

2-Class Motor imagery classification using various ML models.

This repository save my work about GAN applied to motor imagery eeg signals

Here is a code to analyse right/left hand MI tasks using LSTM and 1D CNN.

BCI Competition IV dataset 2a

GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, datasets 2a. Final project for UCLA's EE C247: Neural Networks…

Using GAN to create synthetic and partially synthetic EEG data to augment training sets for motor imagery interaction tasks

Generalized Transfer Entropy analysis for model-free network reconstruction.

Transfer Entropy between two time series - Implementation in Python

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

A list of openly available datasets in (mostly human) electrophysiology.

Code from the paper "High-Performance Brain-to-Text Communication via Handwriting"

Code of paper MS-MDA: Multisource Marginal Distribution Adaptation for Cross-subject and Cross-session EEG Emotion Recognition

An open software package to develop BCI based brain and cognitive computing technology for recognizing user's intention using deep learning

Moved to https://github.com/TNTLFreiburg/braindecode!

A list of all public EEG-datasets

Outdated, see new https://github.com/braindecode/braindecode