MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python

A list of all public EEG-datasets

NeuroKit2: The Python Toolbox for Neurophysiological Signal Processing

BrainFlow is a library intended to obtain, parse and analyze EEG, EMG, ECG and other kinds of data from biosensors

A curated list of awesome neuroscience libraries, software and any content related to the domain.

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

Deep learning software to decode EEG, ECG or MEG signals

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

Arduino library for reading Neurosky EEG brainwave data. (Tested with the MindFlex and Force Trainer toys.)

Mother of All BCI Benchmarks

The MATLAB toolbox for MEG, EEG and iEEG analysis

Not supported. Measure 8 EEG channels with Shield PiEEG and RaspberryPi in C library

A set of functions for supervised feature learning/classification of mental states from EEG based on "EEG images" idea.

EEGLAB is an open source signal processing environment for electrophysiological signals running on Matlab and developed at the SCCN/UCSD

Python script to stream EEG data from the muse 2016 headset

Machine learning for multivariate data through the Riemannian geometry of positive definite matrices in Python

[TNSRE 23] EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.

Implementation of “DreamDiffusion: Generating High-Quality Images from Brain EEG Signals”

A unified multi-task time series model.

Wearable (BLE) Brain-Computer Interface, ADS1299 and STM32 with SDK for mobile application

[ICLR 2024 spotlight] Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI

Open source driver for accessing raw data from the Emotiv EPOC EEG headset

TorchEEG is a library built on PyTorch for EEG signal analysis.

EEG Experiments in Python

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

Python脑电数据处理中文手册 - A Chinese handbook for EEG data analysis based on Python

[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG

Brainstorm software: MEG, EEG, fNIRS, ECoG, sEEG and electrophysiology

Training and evaluation pipeline for MEG and EEG brain signal encoding and decoding using deep learning. Code for our paper "Decoding speech perception from non-invasive brain recordings" published in Nature Machine Intelligence, 2023.