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Eeg Self Supervision ⭐ 15

Resources for the paper titled "Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizability". Accepted at ML4H Symposium 2021 with an oral spotlight!

Create optimized ICA training (OPTICAT) data for EEG data recorded during free viewing (Dimigen, 2020, NeuroImage)

Sleep Scoring ⭐ 15

Code for automatic scoring of EEG recordings

Kaggle_grasp_and_lift_eeg_detection ⭐ 14

Code for Team HEDJs submission for Kaggle's Grasp and Lift EEG Detection Contest

Mindwave ⭐ 14

Mindwave Mobile EEG headset basic parser

Eeg Transformer Seq2seq ⭐ 14

Modified transformer network utilizing the attention mechanism for time series or any other numerical data. 6.100 project at MIT Media Lab.

Python library for EEG preprocessing, analysis (microstates, spectra) and statistics

Simultaneous_eeg Nirs ⭐ 14

Eeglab_plugin_aar ⭐ 14

AAR plug-in for EEGLAB

Awesome Web Bluetooth ⭐ 14

Awesome list of Web Bluetooth Libraries, Demos and Resources

OFFICIAL REPOSITORY HAS MOVED TO: https://github.com/bbci/mushu

Biosignal Emotions Bhs 2020 ⭐ 14

Brain Diffusion ⭐ 14

Exploration of diffuison-based generative model to sychronizing brain dynamics from semantic language input.

Detrtime ⭐ 14

DETRtime, a framework for time-series segmentation

Scousetom ⭐ 13

Open Source EIT system using Keithley 6221 current source and EEG systems

Sourcemesh ⭐ 13

A multipurpose matlab-based MEG/EEG overlay & network plotter

Eeg_eyetracking_parser ⭐ 13

Python routines for parsing of combined EEG and eye-tracking data

Shine_color ⭐ 13

SHINE_color: MATLAB toolbox to control luminance of colorful images.

a python3 version of matlab mTRF-Toolbox by Lalor Lab https://mtrfpy.readthedocs.io/

Electroencephalography Eeg Signal Classification Using Deep Learning ⭐ 13

A deep learning project to classify brainwave signals.

IEEE Transactions on Affective Computing, 2022

Mindwave Bluetooth ⭐ 13

Bluetooth stream parser for NeuroSky Mindwave Mobile EEG headset.

Fhlin_toolbox ⭐ 13

MATLAB routines for neuroimaging data processing

Aperture ⭐ 13

Matlab toolbox for univariate and multivariate analysis of EEG data in the time and frequency domains

OFFICIAL REPOSITORY HAS MOVED TO: https://github.com/bbci/wyrm

Significant Preprocessing Method In Eeg Based Emotion Classification ⭐ 12

EEG preprocessing methods for classifying person emotions have been widely applied. However, there still remain some parts where determining significant preprocessing method can be improved.

Mindcraft ⭐ 12

A Workshop on EEG with Drone Control Demos

This repository contains the tensorflow implementation for the paper: "Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network"

Cogninet ⭐ 12

The code for the ICIP 2019 submission

Eeg_motor_imagery_gan ⭐ 12

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

Eeg_convolutional_neural_net ⭐ 12

A convolutional neural network developed in python using the Keras machine learning framework used to categorize brain signal based on what a user was looking at when the EEG data was collected.

CNN classifier to classify MI-EEG signals

Brain Powered ⭐ 12

With the Brain Powered honourscourse at the UvA we aimed to control a drone using brain signals, measured by means of EEG, only.

Made Eeg Preprocessing Pipeline ⭐ 12

Mindwavereader ⭐ 12

NeuroSky's MindWave Reader - قرائتگر تک کاناله امواج مغزی

Py.alpha.eeg.2017 Gipsa ⭐ 12

Codes for working with the "EEG Alpha Waves Dataset" developed at the GIPSA-lab

Asad_densenet ⭐ 12

the implementation of the ASAD_DenseNet

Brain2boid ⭐ 12

Mobile Deep Brain Recording and Stimulation platform

Software, firmware, and CAD files for mobile EEG project.

Hu Neuro Pipeline ⭐ 12

Single trial EEG pipeline at the Abdel Rahman Lab for Neurocognitive Psychology, Humboldt-Universität zu Berlin

Nupic.eeg ⭐ 12

EEG data Classification & Anomaly Detection with NuPIC

Epileptic Seizure Detection ⭐ 12

Deep Learning, Wavelet Analysis and Fourier Transforms for identification of abnormal EEG in Epilepsy patients

Mindpong ⭐ 12

EEG multiplayer game using Muse headbands

Eeg Decoding ⭐ 12

EEG decoding for an ultra low cost, real time BCI device based on the Espressif ESP32 running MicroPython.

Eeg_simulator ⭐ 11

An EEG Simmulator for Computational NeuroScience

Minimal EEG device with ADS1299 amplifier and NRF51822 Bluetooth LE chip

Toolkit and workbench for BCI software development, for Python

Imagined Speech ⭐ 11

Classifying syllables in Imagined Speech using EEG

Microsleep Detection ⭐ 11

Code for microsleep (drowsiness) detection in EEG data

Library for the analysis of EEG / MEG data

Esys Pbi ⭐ 11

Experimental system synchronizing OpenBCI EEG and EKG, pupillabs and theeyetribe eyetrackers, with stimulus from PsychoPy through LSL.

Bids Tools ⭐ 11

Tools for dealing with neuroimaging data in the BIDS structure

BEIRA: BOLD from EEG Interpretable Regression Autoencoder. Prediction subcortical BOLD activity from EEG data

Pylossless ⭐ 11

🧠 EEG Processing pipeline that annotates continuous data

Happyfeat ⭐ 11

A framework for simplying BCI workflow in clinical applications

Library for processing and analyizing EEG data, using tools and methods developped at ReichenbachLab

a set of function to make it easier to create behavioral, EEG, fMRI experiment with psychtoolbox

Eeg Analysis For Motor Imagery Application ⭐ 11

Irregulars Neureka Codebase ⭐ 11

Scripts, packages and info supporting the Neureka Challenge 2020 submission by the team Biomed Irregulars.

Eeg Bci Real Time Applications ⭐ 11

EEG BCI Real-Time Applications: Contains real-time demonstrations of BCI applications

Neurosky Node Websocket ⭐ 11

Using Neurosky's Mindwave Mobile EEG headset, expose live data with WebSocket and view live stream in browser with HTML & Javscript.

Deep Multi View Feature Learning ⭐ 11

OpenBCI Framework

Eeg_shape_reconstruction ⭐ 11

Multi-task Generative Adversarial Learning on Geometrical Shape Reconstruction from EEG Brain Signals, published in ICONIP 2019.

Translation of the mtrf-Toolbox for Matlab (see https://github.com/mickcrosse/mTRF-Toolbox).

Single Trial Eeg Classification ⭐ 11

A versatile signal processing and analysis framework for Motor-Imagery related Electroencephalogram (EEG). It mainly involves temporal and spatial filtering with classification of single trial EEG

Eeg_dataset ⭐ 11

Differential entropy features of EEG dataset

Biosignal Tools ⭐ 11

BioSig is an open source software library for biomedical signal processing, such as analysis of EEG, ECoG, ECG, EOG, EMG, respiration, and so on. To learn easier, it was arbitrarily forked from original project on SourceForge.

Brain2speech ⭐ 10

Allows you to speak using neural impulses via a Muse headband.

Neurotechx Mcgill ⭐ 10

MATLAB scripts for detecting and validating phase amplitude coupling (PAC) in electrophysiological data

Sequence Learning ⭐ 10

Personalized Training for the Sequence Learning task with the NAO robot and the MUSE EEG sensor

Pyeegpipeline ⭐ 10

A complete pipeline for reading preprocessing and classification of EEG data using different statistical ML models and different deep Learning models

Bci P300 ⭐ 10

BCI project using Deep Learning to decode EEG signals.

Eyeartifactcorrection ⭐ 10

Eye movement and blink-related EEG and MEG artifact correction algorithms

Eeg Emotion Recognition Interfaces Datasets ⭐ 10

EEG Emotion Datasets (INTERFACES) from OpenBCI (IEEE Sensors Journal)

Cm Graph ⭐ 10

The Python Toolbox for multichannel EEG-EMG connectivity analysis. This package is an extention of mne-tool with the focus on the application of the newest graph and network theory. It is first developped to investigate stroke and autism spectral disorder(ASD) via EEG-EMG coherence marker

Lsl Actichamp ⭐ 10

LSL connector for the actiCHamp (plus) device from Brain Products.

Edfdecoder ⭐ 10

European Data Format decoder in Javascript for Browser and Node ( /!\ NOT EDF+ )

Closedloop ⭐ 10

Framework for building a closed loop neurofeedback system.

Neuroskymindwavecapture ⭐ 10

Capture & Plot RAW Data from NeuroSky Mindwave Headset

Concise Agile Flexible EEG data analyis toolbox

Openbci_maxmsp ⭐ 10

A method to stream OpenBCI biodata into MaxMSP software using OSC

Neonatal_seizure_detection ⭐ 10

Automated seizure detection algorithm for neonatal EEG

Matclassrsa ⭐ 10

Classification toolbox in Matlab for EEG data.

Cc Wgan Gp ⭐ 10

Repo: IEEE TNSRE Article "Modeling EEG data distribution with a Wasserstein Generative Adversarial Network (WGAN) to predict RSVP Events" - Keras implementation

Mlf Capsnet ⭐ 10

Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network

RatEEG is 4 channel EEG device for iSeizure project

Dms_projects ⭐ 10

These C/C++ source files consist of 150 classes, 300,000 lines of code, excluding a Qt-based user interface. Its functionality includes: GLM-statistics, hierarchical clustering, (non)-linear optimization, L1 and L2 norm minimization, Hungarian algorithm, EEG/MEG forward and inverse modelling, Boundary Element Method, spatio/temporal covariance modelling, image fusion, triangular meshes, KD-trees, topological error correction, marching cubes & spherical triangulations, sparse matrices and matrix

Bci_mi_wavelet_cnn ⭐ 10

Using wavelet transform to extract time-frequency features of motor imagery EEG signals, and classify it by convolutional neural network

Beetl Competition ⭐ 10

Code helper for BEETL competition

Gx_tes_eeg_physio_behavior ⭐ 10

Supporting code for the GX Dataset

Pyeeglab ⭐ 10

Analyze and manipulate EEG data using PyEEGLab.

Event Related Desynchronization ⭐ 10

Motor imagery EEG classifier for my master's thesis.

Predictingpersonalityfromeeg ⭐ 10

Predicting personality from the resting state EEG

Eegfaster ⭐ 10

Python implementation of FASTER method for EEG artifact rejection

Telluride Decoding Toolbox ⭐ 10

A toolbox for decoding EEG/MEG/eCOG signals.

Openseize ⭐ 9

Digital Signal Processing for Big EEGs

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