eeg-analysis

There are 11 repositories under eeg-analysis topic.

brainflow
brainflow-dev / brainflow
BrainFlow is a library intended to obtain, parse and analyze EEG, EMG, ECG and other kinds of data from biosensors
eeg eeg-analysis brain-computer-interface brain-machine-interface brain-control bci signal-processing biosensors biosignals biosensor emg emg-signal ecg brainflow neuroscience python muse openbci
Language:C++ 1200
raphaelvallat / yasa
YASA (Yet Another Spindle Algorithm): a Python package to analyze polysomnographic sleep recordings.
sleep sleep-analysis sleep-spindles signal-processing eeg-analysis stft deep-sleep peak-detection numba spectral-analysis eeg-signals sleep-staging sleep-stage-scoring sleep-scoring artefact-rejection
Language:Python 389
aliasvishnu / EEGNet
[Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces - https://arxiv.org/pdf/1611.08024.pdf
eegnet pytorch eeg-analysis eeg-classification p300 brain-computer-interface convolutional-neural-networks bci speller
Language:Jupyter Notebook 256
SuperBruceJia / EEG-Motor-Imagery-Classification-CNNs-TensorFlow
EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow
eeg-data motor-imagery-tasks cnns convolutional-neural-networks esi tensorflow python eeg eeg-signals eeg-analysis eeg-classification motor-imagery motor-imagery-classification motor-imagery-training brain-com brain-computer-interface matlab tensorflow-models tensorflow-experiments
Language:Python 178
raphaelvallat / entropy
EntroPy: complexity of time-series in Python (DEPRECATED)
entropy entropy-bits python permutation-entropy signal-processing eeg-analysis biosignals neuroscience complexity eeg eeg-classification machine-learning features-extraction non-linear
Language:Python 154
craddm / eegUtils
An R package for processing and plotting of electroencephalography (EEG) data
eeg eeg-analysis eeg-data eeg-signals eeg-signals-processing r rstats
Language:R 96
SMorettini / CNNs-on-CHB-MIT
The project is about applying CNNs to EEG data from CHB-MIT to predict seizure
chb-mit cnn-keras eeg-analysis seizure-prediction
Language:Python 94
dreamento / dreamento
Dreamento (DReam ENgenieering TOolbox): a Python-based software for dream engineering while monitoring/analyzing real-time EEG data.
automatic-sleep-analysis dream eeg-analysis lucid-dreaming python real-time sleep sleep-analysis dream-engineering
Language:Python 63
AlessioZanga / PyEEGLab
Analyze and manipulate EEG data using PyEEGLab.
dataset preprocessing eeg eeg-signals-processing eeg-analysis eeg-classification eeg-data mne-python tensorflow keras
Language:Python 58
guangyizhangbci / EEG_Riemannian
Accepted in IEEE Transactions on Emerging Topics in Computational Intelligence
eeg-analysis riemannian-geometry affective motor-imagery-classification vigilance-estimation deep-learning long-short-term-memory feature-engineering
Language:Python 54
sari-saba-sadiya / EEGExtract
A python package for extracting EEG features. See article "Unsupervised EEG Artifact Detection and Correction" in Frontiers in Digital Health, 2020.
extracting-eeg-features eeg-analysis eeg-features eeg-signals-processing
Language:Python 51
Muse-Analysis-Tools
digital-cinema-arts / Muse-Analysis-Tools
A set of tools to analyze and create charts from Muse EEG devices.
eeg-analysis muse-headband eeg eeg-signals-processing eeg-classification eeg-headband
Language:Python 33
vferat / pycrostates
eeg eeg-analysis
Language:Python 33
jesus-333 / FBCSP-Python
Python implemementation of the FBCSP algorithm
csp fbcsp eeg eeg-classification eeg-analysis machine-learning fbcsp-python
Language:Python 30
Z-Fran / DEAP-EEG-Emotion-Analyse-and-Classify
Simply emotion analyse and classify using EEG data based on DEAP dataset, using python and sklearn(SVM,KNN,Tree). 简单的EEG脑电数据情感分析，使用python和DEAP数据集。
deap-dataset eeg-analysis eeg-classification emotion-analysis
Language:Jupyter Notebook 29
Ildaron / 3.eeg_recognation
Machine learning for Anonymous detection of an alcoholic by EEG signals
alcohol alcohol-eeg eeg eeg-analysis eeg-classification eeg-data eeg-dataset eeg-signals eeg-signals-processing fourier-analysis fourier-series fourier-transform pass-filter wavelet-analysis wavelet-transform wavelets
Language:Python 26
ValentinaUn / Fast-permutation-entropy
MATLAB script for efficiently computing values of permutation entropy from 1D time series in sliding windows
permutation-entropy time-series-analysis nonlinear-analysis ordinal-patterns fast-permutation-entropy order-patterns ordinal-time-series-analysis entropy entropy-measures sliding-windows eeg eeg-analysis
Language:MATLAB 23
BIAPT / EEGapp
A MATLAB application to automatize analysis of EEG data
eeg-data analysis matlab eeg eeg-analysis eeg-signals-processing eeglab pipeline graph-theory-analysis surrogate-data-analysis phase-lag
Language:MATLAB 22
IoBT-VISTEC / EEGANet
EEG Artifact Removal Using Deep Learning (source code, IEEE Journal of Biomedical and Health Informatics)
bci brain-computer-interface deeplearning deepneuralnetworks eeg eeg-analysis eeg-signals eeg-signals-processing eeglab eegnet neural-network
Language:Jupyter Notebook 22
patrk / pyPTE
Pythonic implementation of the Phase Transfer Entropy method using NumPy and SciPy
neuroscience eeg eeg-analysis brain brain-connectivity transfer-entropy phase-transfer-entropy
Language:Python 22
ssaket / eeg-pipeline
End-to-End EEG Pipeline for cleaning, filtering, ICA, mass-univariate, and decoding analysis using MNE python
eeg eeg-pipeline encoder-decoder eeg-analysis eeg-classification eeg-preprocessing mass-univariate-analysis
Language:Python 22
bnicenboim / eeguana
A package for manipulating EEG data in R.
eeg eeg-signals eeg-analysis eeg-data r tidyverse dplyr
Language:R 20
Advanced-Machine-Learning-Projects
KonstantinosBarmpas / Advanced-Machine-Learning-Projects
[ETH Zurich] My projects for the module "Advanced Machine Learning" at ETH Zürich (Swiss Federal Institute of Technology in Zurich) during the academic year 2019-2020.
advanced-machine-learning coursework ecg-classification ecg-signal eeg eeg-analysis eeg-signals eth-zurich imbalanced-data jupyter-notebook keras-tensorflow machine-learning mri-images sklearn svm svm-classifier
Language:Jupyter Notebook 18
mvidaldp / Traumschreiber-mobileEEG
Android app for EEG data visualization and recording with the Traumschreiber BLE device
eeg eeg-signals eeg-analysis eeg-signals-processing eeg-readings eeg-data traumschreiber android android-application android-app ble bluetooth bluetooth-low-energy bluetooth-le bluetooth-controller bluetooth-devices bluetooth-library bluetooth-connection neuroinformatics cognitive-science
Language:Java 17
remnrem / luna-base
Luna software for sleep EEG analysis (base)
sleep eeg eeg-analysis sleep-research sleep-analysis
Language:C 17
CisottoGiulia / EEG-EMG-analytics
This repository contains a set of Matlab scripts to process EEG and EMG signals (feature extraction, spectral analysis, ...).
eeg emg matlab features frequency userfriendly signal-processing feature-extraction feature-engineering eeg-analysis emg-signals github
Language:MATLAB 16
alexenge / hu-neuro-pipeline
Single trial EEG pipeline at the Abdel Rahman Lab for Neurocognitive Psychology, Humboldt-Universität zu Berlin
eeg eeg-analysis eeg-data eeg-signals eeg-signals-processing neuroscience psychology python-library reproducibility
Language:Python 13
DevinHillenius / brain-powered
With the Brain Powered honourscourse at the UvA we aimed to control a drone using brain signals, measured by means of EEG, only.
eeg drone bci eeg-classification eeg-analysis university-of-amsterdam
Language:Python 13
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
teanijarv / EEG-pyline
EEG-pyline is a pipeline for EEG data pre-processing, analysis and visualisation created for neuroscience and mental health research.
data-analysis eeg eeg-analysis eeg-signals eeg-signals-processing fooof python spectral-analysis eeg-erp erp event-related-potentials
Language:Jupyter Notebook 13
weiglszonja / meeg-tools
EEG/MEG data preprocessing and analyses framework
pipeline eeg-preprocessing preprocessing-data eeg-analysis time-frequency-analysis connectivity-analysis
Language:Jupyter Notebook 13
comojin1994 / DFformer
Towards Domain Free Transformer for Generalized EEG Pre-training
deep-learning eeg eeg-analysis eeg-classification eeg-signals motor-imagery motor-imagery-classification motor-imagery-eeg pre-trained-model pytorch self-supervised-learning sleep-eeg sleep-stage-classification transfer-learning transformer
Language:Python 12
jcdemunck5 / DMS_Projects
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 operations, spherical harmonics, wavelets, spectra and spectrograms, Fast Fourier transform (FFTWest), data import for many different EEG/MEG data formats, data import for many image data formats.
algorithms eeg-analysis eeg-data meg fmri-data-analysis visualization cpp qt4
12
electroCUDA
kevmtan / electroCUDA
Robust electrophysiology tools with GPU acceleration
electrophysiology ieeg seeg eeg eeg-analysis eeg-classification eeg-components eeg-pipeline eeg-preprocessing eeg-signals eeg-signals-classification eeg-signals-processing eeg-statistics ica intracranial-eeg meg neuroscience neuroscience-methods neurosurgery signal-processing
Language:Cuda 12
mesca / turnkey-bci
Towards Turnkey Brain-Computer Interfaces
eeg eeg-analysis eeg-classification deep-learning lstm-neural-networks brain-computer-interface bci
Language:HTML 12
roychowdhuryresearch / HFO-Classification
HFO classification
hfo soz seizure eeg eeg-signals eeg-analysis python pytorch
Language:MATLAB 11

eeg-analysis

brainflow-dev / brainflow

raphaelvallat / yasa

aliasvishnu / EEGNet

SuperBruceJia / EEG-Motor-Imagery-Classification-CNNs-TensorFlow

raphaelvallat / entropy

craddm / eegUtils

SMorettini / CNNs-on-CHB-MIT

dreamento / dreamento

AlessioZanga / PyEEGLab

guangyizhangbci / EEG_Riemannian

sari-saba-sadiya / EEGExtract

digital-cinema-arts / Muse-Analysis-Tools

vferat / pycrostates

jesus-333 / FBCSP-Python

Z-Fran / DEAP-EEG-Emotion-Analyse-and-Classify

Ildaron / 3.eeg_recognation

ValentinaUn / Fast-permutation-entropy

BIAPT / EEGapp

IoBT-VISTEC / EEGANet

patrk / pyPTE

ssaket / eeg-pipeline

bnicenboim / eeguana

KonstantinosBarmpas / Advanced-Machine-Learning-Projects

mvidaldp / Traumschreiber-mobileEEG

remnrem / luna-base

CisottoGiulia / EEG-EMG-analytics

alexenge / hu-neuro-pipeline

DevinHillenius / brain-powered

pktparticle / bciBasedWheelchair

teanijarv / EEG-pyline

weiglszonja / meeg-tools

comojin1994 / DFformer

jcdemunck5 / DMS_Projects

kevmtan / electroCUDA

mesca / turnkey-bci

roychowdhuryresearch / HFO-Classification