eeg-analysis

There are 12 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++ 1490
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 454
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
bci brain-computer-interface convolutional-neural-networks eeg-analysis eeg-classification eegnet p300 pytorch speller
Language:Jupyter Notebook 307
snailpt / CTNet
CTNet: A Convolutional Transformer Network for EEG-Based Motor Imagery Classification
cnn motor-imagery transformer mi-eeg eeg-classification bci eeg-analysis eeg-transformer loso bci-iv-2a mi-eeg-classification ctnet conv-transformer brain-computer-interface attention
Language:Jupyter Notebook 227
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 217
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 158
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 110
craddm / eegUtils
An R package for processing and plotting of electroencephalography (EEG) data
eeg eeg-signals-processing eeg-analysis eeg-signals eeg-data r rstats
Language:R 106
dreamento / dreamento
Dreamento (DReam ENgenieering TOolbox): a Python-based software for dream engineering while monitoring/analyzing real-time EEG data.
automatic-sleep-analysis dream dream-engineering eeg-analysis lucid-dreaming python real-time sleep sleep-analysis
Language:Python 94
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.
eeg-analysis eeg-features eeg-signals-processing extracting-eeg-features
Language:Python 65
guangyizhangbci / EEG_Riemannian
IEEE Transactions on Emerging Topics in Computational Intelligence
affective deep-learning eeg-analysis feature-engineering long-short-term-memory motor-imagery-classification riemannian-geometry vigilance-estimation
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 61
CHB-MIT-data-preprocessing-and-prediction
tothemoon10080 / CHB-MIT-data-preprocessing-and-prediction
This project focuses on data preprocessing and epilepsy seizure prediction using the CHB-MIT EEG dataset. It includes steps like data cleansing, feature extraction, and handling imbalanced datasets, aimed at improving the accuracy of seizure prediction.
data-preprocessing eeg-analysis feature-extraction healthcare-analytics machine-learning python signal-processing chb-mit-dataset epilepsy-prediction
Language:Python 45
vferat / pycrostates
eeg eeg-analysis
Language:Python 39
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 37
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 37
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 34
jesus-333 / FBCSP-Python
Python implemementation of the FBCSP algorithm
csp fbcsp eeg eeg-classification eeg-analysis machine-learning fbcsp-python
Language:Python 32
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 30
ChiShengChen / MUSE_EEG
The official implement of Mind's eye: image recognition by EEG via multimodal similarity-keeping contrastive learning.
contrastive-learning deep-learning eeg-analysis eeg-signals-processing zero-shot-learning multimodal-learning
Language:Python 28
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 26
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 26
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 25
ValentinaUn / Fast-permutation-entropy
MATLAB script for efficiently computing values of permutation entropy from 1D time series in sliding windows
eeg eeg-analysis entropy entropy-measures fast-permutation-entropy nonlinear-analysis order-patterns ordinal-patterns ordinal-time-series-analysis permutation-entropy sliding-windows time-series-analysis
Language:Matlab 25
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 24
NirLab-TAU / sleepeegpy
eeg eeg-analysis fooof mne-python sleep sleep-analysis sleep-research yasa preprocessing visualization sleep-eeg
Language:Jupyter Notebook 23
ssaket / eeg-pipeline
End-to-End EEG Pipeline for cleaning, filtering, ICA, mass-univariate, and decoding analysis using MNE python
eeg eeg-analysis eeg-classification eeg-pipeline eeg-preprocessing encoder-decoder mass-univariate-analysis
Language:Python 23
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 23
bnicenboim / eeguana
A package for manipulating EEG data in R.
eeg eeg-signals eeg-analysis eeg-data r tidyverse dplyr
Language:R 22
ngebodh / GX_tES_EEG_Physio_Behavior
Supporting code for the GX Dataset
eeg ecg neuroscience physiology spectrogram dataset eeg-signals eeg-analysis eeg-data ecg-signal neuromodulation physiological-data physiological-signals behavior behavioral-analytics heart-rate tdcs tacs
Language:HTML 22
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.
machine-learning eth-zurich advanced-machine-learning coursework jupyter-notebook imbalanced-data eeg ecg-signal eeg-signals eeg-analysis ecg-classification svm svm-classifier mri-images keras-tensorflow sklearn
Language:Jupyter Notebook 21
remnrem / luna-base
Luna software for sleep EEG analysis (base)
sleep eeg eeg-analysis sleep-research sleep-analysis
Language:C 20
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 19
mvidaldp / Traumschreiber-mobileEEG
Android app for EEG data visualization and recording with the Traumschreiber BLE device
android android-app android-application ble bluetooth bluetooth-connection bluetooth-controller bluetooth-devices bluetooth-le bluetooth-library bluetooth-low-energy cognitive-science eeg eeg-analysis eeg-data eeg-readings eeg-signals eeg-signals-processing neuroinformatics traumschreiber
Language:Java 18
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 hacktoberfest
Language:Python 17
pktparticle / bciBasedWheelchair
Brain Control Interface based smart wheelchair. Actions include start, turn left, right, stop with your brain and eye blinks
arduino arduino-uno bci braincomputerinterface eeg eeg-analysis eeg-data eeg-signals electroencephalography neurosky neurosky-mindwave neurosky-mindwave-headset python wheelchair
Language:Python 17

eeg-analysis

brainflow-dev / brainflow

raphaelvallat / yasa

aliasvishnu / EEGNet

snailpt / CTNet

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

raphaelvallat / entropy

SMorettini / CNNs-on-CHB-MIT

craddm / eegUtils

dreamento / dreamento

sari-saba-sadiya / EEGExtract

guangyizhangbci / EEG_Riemannian

AlessioZanga / PyEEGLab

tothemoon10080 / CHB-MIT-data-preprocessing-and-prediction

vferat / pycrostates

digital-cinema-arts / Muse-Analysis-Tools

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

IoBT-VISTEC / EEGANet

jesus-333 / FBCSP-Python

Ildaron / 3.eeg_recognation

ChiShengChen / MUSE_EEG

comojin1994 / DFformer

patrk / pyPTE

CisottoGiulia / EEG-EMG-analytics

ValentinaUn / Fast-permutation-entropy

BIAPT / EEGapp

NirLab-TAU / sleepeegpy

ssaket / eeg-pipeline

teanijarv / EEG-pyline

bnicenboim / eeguana

ngebodh / GX_tES_EEG_Physio_Behavior

KonstantinosBarmpas / Advanced-Machine-Learning-Projects

remnrem / luna-base

kevmtan / electroCUDA

mvidaldp / Traumschreiber-mobileEEG

alexenge / hu-neuro-pipeline

pktparticle / bciBasedWheelchair