electroencephalography

There are 6 repositories under electroencephalography topic.

mne-python
mne-tools / mne-python
MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python
python neuroscience electroencephalography magnetoencephalography electrocorticography machine-learning statistics visualization eeg meg ecog neuroimaging
Language:Python 2566
braindecode / braindecode
Deep learning software to decode EEG, ECG or MEG signals
deep-learning eeg electroencephalogram electroencephalography neuroimaging neuroscience python pytorch meg magnetoencephalography electrocorticography ecog
Language:Python 717
ucdavis / erplab
ERPLAB Toolbox is a free, open-source Matlab package for analyzing ERP data. It is tightly integrated with EEGLAB Toolbox, extending EEGLAB’s capabilities to provide robust, industrial-strength tools for ERP processing, visualization, and analysis. A graphical user interface makes it easy for beginners to learn, and Matlab scripting provides enormous power for intermediate and advanced users.
eeglab erp eeg-data csd erp-data matlab eeglab-toolbox erplab event-related-potentials electroencephalography cognitive-science neuroscience
Language:MATLAB 254
autoreject / autoreject
Automated rejection and repair of bad trials/sensors in M/EEG
electroencephalography preprocessing cross-validation mne-python magnetoencephalography meg
Language:Python 134
mne-bids
mne-tools / mne-bids
MNE-BIDS is a Python package that allows you to read and write BIDS-compatible datasets with the help of MNE-Python.
bids mne magnetoencephalography electroencephalography ieeg eeg meg neuroscience neuroimaging
Language:Python 122
RonanB96 / Low-Cost-EEG-Based-BCI
Low Cost Electroencephalogram Based Brain-Computer-Interface
bci eeg nucleo electroencephalogram electroencephalography bioamplifier brain-computer-interface emg eog ecg
Language:C 114
rkobler / TSMNet
Code and reuslts accompanying the NeurIPS 2022 paper with the title SPD domain-specific batch normalization to crack interpretable unsupervised domain adaptation in EEG
bci brain-computer-interface eeg electroencephalography geometric-deep-learning machine-learning manifold-learning transfer-learning unsupervised-domain-adaptation
Language:Python 42
dipterix / threeBrain
3D Visualization of Brain MRI
brain ieeg ecog r neuroimaging electroencephalography mri-brain template-brains localization
Language:R 37
DevJake / EEG-diffusion-pytorch
An implementation of Denoising Diffusion Probabilistic Models (DDPM) in PyTorch for EEG-based image reconstruction.
bci brain-computer-interface ddpm deep-learning denoising-diffusion-models eeg electroencephalography generative-model image-reconstruction machine-learning pytorch unet unet-pytorch
Language:Jupyter Notebook 34
likith012 / mulEEG
Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"
deep-learning electroencephalography miccai multi-view-learning representation-learning self-supervised-learning sleep-staging time-series
Language:Python 29
rkobler / eyeartifactcorrection
Eye movement and blink-related EEG and MEG artifact correction algorithms
eeg meg electroencephalography magnetoencephalography artifacts brain-computer-interface
Language:MATLAB 21
ieeg-spatial-filters-ssd
nschawor / ieeg-spatial-filters-ssd
This repository provides analysis code to analyze intracranial electrophysiological data with data-driven spatial filters.
ieeg ecog seeg neural-oscillations electroencephalography electrocorticography stereoelectroencephalography
Language:Python 17
john-veillette / mne-ari
All-resolutions Inference for M/EEG in Python
python statistics neuroimaging electroencephalography magnetoencephalography electrocorticography ari eeg meg all-resolutions-inference
Language:Jupyter Notebook 15
pktparticle / bciBasedWheelchair
Brain Control Interface based smart wheelchair. Actions include start, turn left, right, stop with your brain and eye blinks
python arduino arduino-uno neurosky neurosky-mindwave neurosky-mindwave-headset bci eeg eeg-signals eeg-analysis eeg-data braincomputerinterface electroencephalography wheelchair
Language:Python 13
thavlik / machine-learning-portfolio
Assorted machine learning implementations for medical data.
deep-learning machine-learning vae fmri mri reinforcement-learning gan medical computed-tomography neuroscience eeg electroencephalography functional-mri computer-vision hemorrhage-detection medicine neurology radiology tumor-segmentation magnetic-resonance-imaging
Language:Python 11
boupetch / rsleep
Sleep Data Analysis with R
sleep sleep-data-analysis mdf signals electroencephalography heart-rate-variability sleep-record cran r r-package
Language:R 10
nish-nm / Eye-Wink-Detection-Using-Neurosky-Mindwave
In this project, we address the problem of eye-blink detection and analysis of left and right human eye blinks using EEG signals with help of Neurosky Mindwave Mobile. The purpose of this project is to monitor and understanding of eye blinks for proper communication with a person
neurosky neurosky-mindwave-headset random-forest eeg-signals eeg-data eeg-classification eeg-analysis eeg-headset electroencephalography electroencephalogram eye-wink eye-blink
Language:Python 10
tongplw / Muse
🎧 Muse - The brain sensing headband plus attention level
brain-computer-interface brainwave brainwaves eeg eeg-analysis eeg-data eeg-signals electroencephalography human-computer-interaction muse
Language:Python 10
alexandershaw4 / PyBP-Py-BrainPlotter-for-AAL90
Visualisation & processing of MEG data and networks on meshes. A bunch of functions, examples and a gui.
neuroimaging visualization overlay atlas magnetoencephalography electroencephalography brain-imaging data-visualization alignment mesh-processing
Language:Python 9
santiagoLabs / EEG-Brain-Computer-Interface-to-play-Pong
Developed an Electroencephalography(EEG) based Brain Computer Interface to play Pong with brain activity
brain-computer-interface eeg python pygame pong-game emotiv emotiv-epoc-headset cortex cortex-v2 electroencephalography bci-systems bci
Language:Python 9
James-Mc1ntyre / DeepLearningProject
Using Deep Learning techniques to classify Motor Imagery Electroencephalography (EEG) signals
deep-learning electroencephalography motor-imagery motor-imagery-classification convolutional-neural-networks keras machine-learning neural-network transfer-learning classification cnn tensorflow
Language:Jupyter Notebook 8
john-veillette / niseq
group sequential tests for neuroimaging
adaptive-design eeg fmri meeg meg mne-python neuroimaging neuroscience nilearn nipy statistics electroencephalography magnetoencephalography mri electrocorticography group-sequential-designs
Language:Jupyter Notebook 8
eeg-infants-exponent
nschawor / eeg-infants-exponent
This repository provides analysis code to analyze longitudinal changes in aperiodic activity in infant EEG data.
alpha-rhythm aperiodic-exponent eeg electroencephalography infants neural-oscillations oscillations
Language:Python 8
tongplw / Mindwave
🎧 Real-time data streaming from NeuroSky MindWave Mobile Headset
mindwave mindwave-mobile mindwave-headset neurosky neurosky-mindwave eeg electroencephalography brainwave brain-computer-interface human-computer-interaction
Language:Jupyter Notebook 8
LIMO-EEG-Toolbox / limo_meeg
LIMO MEEG landing page and meta documents
magnetoencephalography electroencephalography statistics
Language:MATLAB 7
mjain72 / brainwave
The code in this repository allows the visualization of brainwaves detected using TGAM brainwave sensor module. It uses python, d3.js and Bootstrap. A detailed description of the code can be found in this article - https://medium.com/@mohitjain72/detection-and-visualization-of-brainwaves-using-python-d3-and-bootstrap-742129f9ed97
brainwave eeg electroencephalography python d3-visualization bootstrap4
Language:JavaScript 7
meg-eeg-leadfield-mixing
nschawor / meg-eeg-leadfield-mixing
This repository provides analysis code to analyze spatial mixing in electrophysiological data through lead field and spatial pattern coefficients.
alpha-rhythm eeg electroencephalography lead-field meg neural-oscillations neuronal-oscillations oscilllations
Language:Python 7
biomedical-signal-processing / multi-scored-sleep
Multi-Scored Sleep Databases: How to Exploit the Multiple-Labels in Automated Sleep Scoring
sleep-scoring multi-scored-datasets time-series-analysis deep-learning sleep-analysis electroencephalography
Language:Python 5
rkobler / hear
high-variance electrode artifact removal (HEAR) algorithm
brain-computer-interface eeg electroencephalography signal-processing
Language:MATLAB 5
MattiStenroos / trapmusic_matlab
TRAP MUSIC algorithm for MEG/EEG multi-source localization
magnetoencephalography electroencephalography inverse-problems source-localization
Language:MATLAB 4
MattiStenroos / trapmusic_python
TRAP MUSIC algorithm for MEG/EEG multi-source localization
magnetoencephalography electroencephalography inverse-problems source-localization
Language:Python 4
exarchou / Biomedical-Engineering
Electroencephalography signals analysis. Detection of spikes, with threshold method and their isolation with windowing. Temporal and spectral feature extraction. Classification in three neurons.
spikes threshold noise electroencephalography feature-extraction neural-network neurons neuroscience
Language:MATLAB 3
konspatl / DL-EEG
A Deep Learning Library for State-Based EEG Analysis
deep-learning eeg electroencephalography keras mne neuroimaging neuroscience python tensorflow
Language:Python 3
seb-berger / zztop
GNU Octave/MATLAB code supplementing the journal article "Permutation Entropy: Too Complex a Measure for EEG Time Series?" (Entropy 2017, 19, 692)
entropy electroencephalography gnu-octave matlab supplements
Language:MATLAB 3
eeg-beta-harmonic
nschawor / eeg-beta-harmonic
This repository provides analysis code to visualize beta-activity of genuine and harmonic nature in a large open EEG dataset.
alpha-rhythm beta-rhythm eeg electroencephalography neural-oscillations neuronal-oscillations oscillations
Language:Python 2
EEGChannelReduction
sorenjmadsen / EEGChannelReduction
Dimensionality reduction for electroencephalography data to train deep learning models for motor imagery classification.
brain-computer-interface deep-learning electroencephalography
Language:Jupyter Notebook 2

electroencephalography

mne-tools / mne-python

braindecode / braindecode

ucdavis / erplab

autoreject / autoreject

mne-tools / mne-bids

RonanB96 / Low-Cost-EEG-Based-BCI

rkobler / TSMNet

dipterix / threeBrain

DevJake / EEG-diffusion-pytorch

likith012 / mulEEG

rkobler / eyeartifactcorrection

nschawor / ieeg-spatial-filters-ssd

john-veillette / mne-ari

pktparticle / bciBasedWheelchair

thavlik / machine-learning-portfolio

boupetch / rsleep

nish-nm / Eye-Wink-Detection-Using-Neurosky-Mindwave

tongplw / Muse

alexandershaw4 / PyBP-Py-BrainPlotter-for-AAL90

santiagoLabs / EEG-Brain-Computer-Interface-to-play-Pong

James-Mc1ntyre / DeepLearningProject

john-veillette / niseq

nschawor / eeg-infants-exponent

tongplw / Mindwave

LIMO-EEG-Toolbox / limo_meeg

mjain72 / brainwave

nschawor / meg-eeg-leadfield-mixing

biomedical-signal-processing / multi-scored-sleep

rkobler / hear

MattiStenroos / trapmusic_matlab

MattiStenroos / trapmusic_python

exarchou / Biomedical-Engineering

konspatl / DL-EEG

seb-berger / zztop

nschawor / eeg-beta-harmonic

sorenjmadsen / EEGChannelReduction