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 3056
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 1014
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.
cognitive-science csd eeg-data eeglab eeglab-toolbox electroencephalography erp erp-data erplab event-related-potentials matlab neuroscience
Language:MATLAB 288
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 151
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 147
autoreject / autoreject
Automated rejection and repair of bad trials/sensors in M/EEG
electroencephalography preprocessing cross-validation mne-python magnetoencephalography meg
Language:Python 145
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 58
dipterix / threeBrain
3D Visualization of Brain MRI
brain ieeg ecog r neuroimaging electroencephalography mri-brain template-brains localization
Language:R 47
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 45
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 34
rkobler / eyeartifactcorrection
Eye movement and blink-related EEG and MEG artifact correction algorithms
eeg meg electroencephalography magnetoencephalography artifacts brain-computer-interface
Language:MATLAB 25
john-veillette / mne-ari
All-resolutions Inference for M/EEG in Python
all-resolutions-inference ari eeg electrocorticography electroencephalography magnetoencephalography meg neuroimaging python statistics
Language:Jupyter Notebook 20
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 20
unfoldtoolbox / UnfoldMakie.jl
Plotting and visualization tools for EEG data, with additional Unfold.jl regression ERP methods. Based on the visualization libraries Makie.jl and AlgebraOfGraphics.jl
eeg eeg-visualization julia plotting visualization electroencephalography erp event-related-potentials makie topoplots butterfly plots
Language:Julia 19
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 18
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 18
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 13
tongplw / Muse
🎧 Muse - The brain sensing headband plus attention level
eeg eeg-signals eeg-analysis eeg-data electroencephalography muse brainwave brainwaves human-computer-interaction brain-computer-interface
Language:Python 13
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 12
santiagoLabs / EEG-Brain-Computer-Interface-to-play-Pong
Developed an Electroencephalography(EEG) based Brain Computer Interface to play Pong with brain activity
bci bci-systems brain-computer-interface cortex cortex-v2 eeg electroencephalography emotiv emotiv-epoc-headset pong-game pygame python
Language:Python 11
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 10
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 9
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 9
eeg-infants-exponent
nschawor / eeg-infants-exponent
This repository provides analysis code to analyze longitudinal changes in aperiodic activity in infant EEG data.
eeg infants oscillations aperiodic-exponent electroencephalography neural-oscillations alpha-rhythm
Language:Python 9
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 9
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.
eeg meg lead-field neural-oscillations neuronal-oscillations electroencephalography oscilllations alpha-rhythm
Language:Python 8
john-veillette / niseq
group sequential tests for neuroimaging
adaptive-design eeg electrocorticography electroencephalography fmri group-sequential-designs magnetoencephalography meeg meg mne-python mri neuroimaging neuroscience nilearn nipy statistics
Language:Jupyter Notebook 7
LIMO-EEG-Toolbox / limo_meeg
LIMO MEEG landing page and meta documents
magnetoencephalography electroencephalography statistics
Language:MATLAB 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
eeg electroencephalography signal-processing brain-computer-interface
Language:MATLAB 5
tziporaziegler / brain-controlled-arm
Arduino-based robotic arm controlled by brain waves. Uses EEG data extracted from a NeuroSky board to control arm movement. 🤯
arduino eeg neurosky electroencephalography brain-computer-interface bci assistive-technology
Language:C++ 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
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.
eeg electroencephalography neural-oscillations alpha-rhythm beta-rhythm neuronal-oscillations oscillations
Language:Python 4
PTDZ / PEARL-Neuro
PEARL-Neuro Dataset: Updates, Additional Study Details, and List of Research Outputs
alzheimers-disease alzheimers-research apoe biology-practical data dataset dementia eeg electroencephalography fmri genetics neuroscience
4
ChiShengChen / QuantumEEGNet
The official repository implement of QEEGNet: Quantum Machine Learning for Enhanced Electroencephalography Encoding (IEEE SiPS2024)).
deep-learning eeg-classification eeg-signals-processing electroencephalography hybrid-quantum-neural-network quantum-classical quantum-computing quantum-machine-learning
Language:Python 3

electroencephalography

mne-tools / mne-python

braindecode / braindecode

ucdavis / erplab

mne-tools / mne-bids

RonanB96 / Low-Cost-EEG-Based-BCI

autoreject / autoreject

rkobler / TSMNet

dipterix / threeBrain

DevJake / EEG-diffusion-pytorch

likith012 / mulEEG

rkobler / eyeartifactcorrection

john-veillette / mne-ari

nschawor / ieeg-spatial-filters-ssd

unfoldtoolbox / UnfoldMakie.jl

pktparticle / bciBasedWheelchair

thavlik / machine-learning-portfolio

boupetch / rsleep

tongplw / Muse

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

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

alexandershaw4 / PyBP-Py-BrainPlotter-for-AAL90

James-Mc1ntyre / DeepLearningProject

mjain72 / brainwave

nschawor / eeg-infants-exponent

tongplw / Mindwave

nschawor / meg-eeg-leadfield-mixing

john-veillette / niseq

LIMO-EEG-Toolbox / limo_meeg

biomedical-signal-processing / multi-scored-sleep

rkobler / hear

tziporaziegler / brain-controlled-arm

MattiStenroos / trapmusic_matlab

MattiStenroos / trapmusic_python

nschawor / eeg-beta-harmonic

PTDZ / PEARL-Neuro

ChiShengChen / QuantumEEGNet