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

Openhardwareexg ⭐ 64

The OpenHardwareExG is a platform for ECG, EEG, EMG, ENG, EOG, and evoked potential applications. http://openelectronicslab.github.io/OpenHardwareEx

Mtrf Toolbox ⭐ 63

A MATLAB Package for Relating Neural Signals to Continuous Stimuli

NeuroPy library written in python to connect, interact and get data from neurosky's MindWave EEG headset.

Deprecated Openbci_processing ⭐ 62

Repository containing the latest OpenBCI Processing GUI.

Cnns On Chb Mit ⭐ 62

The project is about applying CNNs to EEG data from CHB-MIT to predict seizure

MSc thesis on: Classifying brain activity using EEG and automated time tracking of computer use (using ActivityWatch)

Eeg Explanation Model ⭐ 60

Classification and Explanation Model of Brain Signal based on Deep Learning Model

Eeg Clean Tools ⭐ 59

Contains tools for EEG standardized preprocessing

Group ICA/IVA software (MATLAB)

Eelbrain ⭐ 56

Eeg Gcnn ⭐ 56

Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network". Accepted for publication (with an oral spotlight!) at ML4H Workshop, NeurIPS 2020.

Realtime Eeg Based Emotion Recognition ⭐ 55

Realtime emotion recognition from EEG data.

Pymindaffectbci ⭐ 55

Python SDK for high performance on-line Brain Computer Interface development.

EEG/MEG Source Connectivity Toolbox in Python

Eeg_positions ⭐ 54

Compute and plot standard EEG electrode positions.

Bci Workshop ⭐ 53

Material for the BCI Workshop held at District 3 in May 2015 by BCI Montréal.

Deep learning for EEG analysis. This script was used to generate the results of the paper "Joint Optimization of Algorithmic Suites for EEG analysis" at EMBC 2014

Awesome Healthmetrics ⭐ 52

A curated list of awesome resources at the intersection of healthcare and AI

SEREEGA: Simulating Event-Related EEG Activity

P300 Cnnt ⭐ 52

1D Convolutional Neural Networks for P300 detection from EEG signals

A library with tools for EEG analysis

Seizure Type Classification Tuh ⭐ 51

seizure type classification using TUH dataset

SPM (Statistical Parametric Mapping) - Development Version

Tsception ⭐ 50

PyTorch implementation of TSception

Kaggle Eeg ⭐ 49

Seizure prediction from EEG data using machine learning. 3rd place solution for Kaggle/Uni Melbourne seizure prediction competition.

A matlab EEG toolbox to perform overlap correction and non-linear & linear regression.

Representational Similarity Analysis on MEG and EEG data

Automatic EEG IC classification plugin for EEGLAB

Bids Matlab ⭐ 47

MATLAB / Octave tools for BIDS datasets

Letswave6 ⭐ 47

Letswave 6 - Matlab EEG signal processing toolbox

Eegclassificationmcnn ⭐ 46

Solution for EEG Classification via Multiscale Convolutional Net coded for NeuroHack at Yandex.

Eegoscworkshop ⭐ 46

OSC broadcaster and clients to receive data from ZEO / ThinkGear / Muse EEG headbands

Python tools associated with Muse headband

Projects ⭐ 44

things I help(ed) to build

Cerelink ⭐ 44

Blackrock Microsystems Cerebus Link for Neural Signal Processing

Real-time EEG Source-Mapping Toolbox (REST): Online ICA and Source Localization

Brainwaves ⭐ 44

An easy-to-use platform for EEG experimentation in the classroom

Neurodoro ⭐ 43

🍅 A dynamic brain-responsive pomodoro timer

FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface

This repository contains the tensorflow implementation for our ICONIP-2018 paper: "Continuous Convolutional Neural Network with 3D Input for EEG-Based Emotion Recognition" (To appear...)

Mindstream ⭐ 41

Neurosky Mindstream - System tray app to stream EEG data

A time series signal analysis and classification framework

Hnn Core ⭐ 40

Simulation and optimization of neural circuits for MEG/EEG source estimates

Smartphonebrainscanner2 Core ⭐ 40

Core of the smartphonebrainscanner2 framework.

Connectomemapper3 ⭐ 39

Connectome Mapper 3 is a BIDS App that implements full anatomical, diffusion, resting/state functional MRI, and recently EEG processing pipelines, from raw T1 / DWI / BOLD , and preprocessed EEG data to multi-resolution brain parcellation with corresponding connection matrices.

Muse Blink ⭐ 39

Blink detection with Muse EEG Headset + Angular demo

Eegdenoisenet ⭐ 39

EEGdenoiseNet, a benchmark dataset, that is suited for training and testing deep learning-based EEG denoising models, as well as for comparing the performance across different models.

Eeg Adapt ⭐ 39

Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".

Eeg_encoding ⭐ 38

Use DNNs to build encoding models of EEG visual responses.

Explorepy ⭐ 37

Python API for Mentalab biosignal aquisition devices

Neuroimaging.jl ⭐ 37

Neuroimaging in Julia

Eeg_classification ⭐ 37

EEG Sleep stage classification using CNN with Keras

Multitaper_toolbox ⭐ 37

A multitaper spectral estimation toolbox implemented in Matlab, Python, and R

Clean_rawdata ⭐ 37

Cleaning Raw EEG data

Neurotechx Mcgill 2019 ⭐ 36

A wheelchair controlled by EEG brain signals and enhanced with assisted driving

Unicorn Suite Hybrid Black ⭐ 36

Unicorn - The Brain Interface

Eeg Processing Toolbox ⭐ 36

Matlab code for proccesing EEG signals.

Hackeeg Shield ⭐ 36

Arduino Due shield for TI ADS1299 EEG system on a chip (deprecated)

Eeg Feature Generation ⭐ 35

Generate statistical features from Electroencephalographic data

Eeg Grasp And Lift ⭐ 35

CNN to predict physical movements from brainwave readings

A matlab suite for Psycho-Physiological Modelling

Eeg Database ⭐ 35

EEG/ERP portal enables community researchers to store, update, download and search data and metadata from EEG/ERP experiments. The system is developed as a standalone product; the database access is available through a web interface.

Ecobidas ⭐ 35

Working repository to turn the COBIDAS guidelines to report methods and results in neuroimaging into a user friendly checklist

Emotion Classification ⭐ 35

Feature selection via dependence maximization for EEG based emotion classification.

Dreem One Shot Detector

Low Cost Eeg Based Bci ⭐ 34

Low Cost Electroencephalogram Based Brain-Computer-Interface

Eegreader ⭐ 33

EEG Reader is an Android mobile application, which reads EEG signal from NeuroSky mobile device connected to smartphone via Bluetooth.

Python package for power mapping and functional connectivity using DICS

The Batch Electroencephalography Automated Processing Platform (BEAPP)

Mne Matlab ⭐ 32

MNE scripting with Matlab

Erpscanr ⭐ 32

Automated meta-analysis of event-related potential (ERP) research.

the Amsterdam Decoding And Modeling (ADAM) toolbox

Unfold.jl ⭐ 32

Neuroimaging (EEG & fMRI) regression analysis in Julia

Openbci Observable ⭐ 32

Making OpenBCI for Node Reactive

Rustymind ⭐ 32

A driver, parser and real time plotter for NeuroSky MindWave EEG headset

Eeg_real_time_seizure_detection ⭐ 32

Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic Setting

Ssvep_keyboard ⭐ 31

The SSVEP Keyboard works with the icibici hardware. Once connected you should be able to look at keys and it will type them for you.

Neural networks for EEG-MEG decoding with MNE-python and Tensorflow.

Eeg Rsenet ⭐ 31

Motor Imagery EEG Signal Classification Using Random Subspace Ensemble Network

Muse Analysis Tools ⭐ 31

A set of tools to analyze and create charts from Muse EEG devices.

Human Emotion Analysis Using Eeg From Deap Dataset ⭐ 31

Processed the DEAP dataset on basis of 1) PSD (power spectral density) and 2)DWT(discrete wavelet transform) features . Classifies the EEG ratings based on Arousl and Valence(high /Low)

Wizardhat ⭐ 31

Real-time processing and plotting of data streamed over LSL, with a focus on student-led BCI projects.

MuSAE Lab EEG Server

SemiAutomatic Selection of Independent Components for Artifact correction in the EEG

Time Series Medicine ⭐ 30

Code and documentation for seizure prediction from EEG data

Haskell library for the Emotiv EEG, inspired by the Emokit code

Brainconn ⭐ 30

Brainconn - an R package for visualising brain connectivity data in 2D and interactive 3D

Dl Eeg Playground ⭐ 30

Deep Learning EEG Playground

Bci_toolbox ⭐ 29

Classification toolbox for ERP and SSVEP based BCI data

Motor Imagery Tasks Classification Using Eeg Data ⭐ 29

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

Neurosky Android Sdk ⭐ 28

Android SDK for the NeuroSky MindWave Mobile Brainwave Sensing Headset

Pycrostates ⭐ 27

Eeg With Jetsonnano ⭐ 27

Open-Source. With deep learning to neuroscience world with shield for jetson nano - JNEEG (In progress)

Python code for the Riemannian Procrustes Analysis (RPA) method

Mind Controlled Robot ⭐ 27

Code used to control a hacked toy robot to with my brainwaves.

Eeg Emotion Recognition ⭐ 27

EEG data processing and it's convolution using AutoEncoder + CNN + RNN

Eeg Processing Python ⭐ 27

EEG analysis tools

Research ⭐ 26

Motor Imagery Classification based on EEG at Columbia Medical Center

Python toolbox for EEG analysis

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