eeg-signals-processing

There are 12 repositories under eeg-signals-processing topic.

SuperBruceJia / EEG-DL
A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.
deep-learning eeg-classification eeg-signals-processing tensorflow motor-imagery-classification eeg-data cnn rnn gcn one-shot-learning residual-learning densenet resnet graph-convolutional-neural-networks lstm gru attention-mechanism fully-convolutional-networks transformer transformers
Language:Python 961
EEGwithRaspberryPI
pieeg-club / EEGwithRaspberryPI
Not supported. Measure 8 EEG channels with Shield PiEEG and RaspberryPi in C library
pieeg eeg ads1299 bci bci-systems open-source ironbci biosignal texas-instruments eeg-signals-processing eeg-signals diy-solutions diy-electronics raspberry-pi raspberrypi raspberry-pi-3 raspberry-pi-4
Language:Python 875
sccn / eeglab
EEGLAB is an open source signal processing environment for electrophysiological signals running on Matlab and developed at the SCCN/UCSD
eeglab eeg brain electrophysiology eeg-preprocessing eeg-signals-processing biosignal ecg ecog eda hrv ieeg matlab meg neurophysiology spectral-analysis source-localization compiled octave
Language:MATLAB 610
Ildaron / ironbci
Open-Source Brain-Computer Interface, ADS1299 and STM32
ads1299 bci bci-homework bci-systems eeg eeg-classification eeg-data eeg-headset eeg-signals eeg-signals-processing ironbci stm32
Language:C 498
vrcarva / vmdpy
Variational mode decomposition (VMD) in Python
eeg-signals-processing epilepsy-monitoring python seizure-detection signal-analysis signal-processing vmd
Language:Python 342
neerajwagh / eeg-gcnn
Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network". Accepted for publication (with an oral spotlight!) at ML4H Workshop, NeurIPS 2020.
graph-neural-networks eeg-classification eeg-signals-processing deep-learning machine-learning eeg eeg-signals convolutional-network eeg-gcnn neurips neurips-2020 ml4h dgl-graph pytorch
Language:Python 161
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 104
Raghav714 / EEG-Emotion-classification
eeg-classification eeg-data eeg-signals-processing emotion-recognition
Language:Python 103
vrcarva / ewtpy
Empirical wavelet transform (EWT) in Python
eeg-classification eeg-signals-processing ewt pypi-package python seizure-detection seizure-prediction signal-processing wavelet-decomposition
Language:Python 83
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 63
AlessioZanga / PyEEGLab
Analyze and manipulate EEG data using PyEEGLab.
dataset eeg eeg-analysis eeg-classification eeg-data eeg-signals-processing keras mne-python preprocessing tensorflow
Language:Python 60
edw4rdyao / eeg_mi_dl
A research repository of deep learning on electroencephalographic (EEG) for Motor imagery(MI), including eeg data processing(visualization & analysis), papers(research and summary), deep learning models(reproduction and experiments).
cnn eeg mne-python braindecode moabb eeg-signals-processing gcn motor-imagery-classification bci bci-systems eeg-classification motor-imagery transformer
Language:Jupyter Notebook 58
junjunjd / rustymind
A driver, parser and real time brainwave plotter for NeuroSky MindWave EEG headset
rust brainwave neuroscience mindwave neurosky plot eeg eeg-headset bci eeg-signals-processing eeg-readings brain brain-computer-interface
Language:Rust 46
shyammarjit / EEG-Emotion-Recognition
EEG-Based Emotion Recognition
brain-computer-interface deep-learning eeg-classification eeg-signals-processing emotion-recognition machine-learning genetic-algorithm optimization-algorithms
Language:Jupyter Notebook 45
ycq091044 / ContraWR
JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning
contrastive-learning eeg-signals eeg-signals-processing self-supervised-learning
Language:Python 43
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
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 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 28
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
exporl / mwf-artifact-removal
MWF-based EEG artifact removal in MATLAB
artifact-removal eeg eeg-signals-processing matlab-toolbox publication-code
Language:MATLAB 24
EEG-gaming-and-speech
yaxan / EEG-gaming-and-speech
EEG Brain-Computer Interface to play Flappy Bird and use SSVEP to communicate
bci-systems brain-computer-interface eeg-classification eeg-signals-processing raspberry-pi
Language:Python 24
EsiSeraj / EEG-PhaseFreq-Analysis
Cerebral Signal's Instantaneous Parameters (Phase, Frequency & Envelope) Estimation & Analysis MATLAB Toolbox
eeg-signals-processing frequency-analysis phase-analysis brain-computer-interface transfer-function-perturbation eeg-phase phase-quantities phase-shift phase-locking-value phase-resetting biological-signal-processing statistical-signal-processing bci-systems instantaneous-phase instantaneous-frequency user-manual
Language:MATLAB 23
geopopos / EEG_convolutional_neural_net
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.
keras brain-signal-decoding machine-learning python eeg eeg-signals eeg-signals-processing
Language:Python 23
soumyajit4419 / Emotion-Recognition-from-Psychological-Signals
Detection of human emotions from eeg signals using the amigos dataset
amigos eeg-signals eeg-signals-processing signal-classification
Language:Jupyter Notebook 21
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 18
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 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 hacktoberfest neuroscience psychology python-library reproducibility
Language:Python 15
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 15
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 14
secondlevel / EEG-classification
It is the task to classify BCI competition datasets (EEG signals) using EEGNet and DeepConvNet with different activation functions. You can get some detailed introduction and experimental results in the link below. https://github.com/secondlevel/EEG-classification/blob/main/Experiment%20Report.pdf
deep-learning deepconvnet eeg-classification eeg-signals-processing eegnet pytorch
Language:Python 14
maguire-lab-seizure-detection-webapp
matteocargnelutti / maguire-lab-seizure-detection-webapp
🧠 Maguire Lab's Deep Learning Seizure Detection WebApp.
data-science eeg-signals-processing neuroscience
Language:JavaScript 13
peterwhycs / T-BEAR
Detect EEG artifacts, outliers, or anomalies using supervised machine learning.
anomaly-detection artifact-rejection artifact-removal eeg eeg-classification eeg-signals-processing machine-learning outlier-ensembles outlier-rejection outlier-removal python python3
Language:Python 12
Mithunjha / EarEEG_KnowledgeDistillation
Official implementation of "A Knowledge Distillation Framework for Enhancing Ear-EEG based Sleep Staging with Scalp-EEG Data"
cross-modality deep-learning eeg-signals-processing knowledge-distillation sleep-research sleep-staging ear-eeg
Language:Jupyter Notebook 11
stuartfogel / CountingSheepPSG
EEGLAB-compatible analysis software for manual / visual sleep stage scoring, signal processing and event marking of polysomnographic (PSG) data for MATLAB.
event-detection polysomnography psg signal-processing sleep sleep-analysis sleep-stage-scoring eeglab eeg eeg-preprocessing eeg-signals-processing sleep-research sleep-scoring sleep-staging
Language:MATLAB 11
SinanGncgl / Brain-Computer-Interface-with-Neurosky
Brain Computer Interface (BCI) with Neurosky Mindwave Mobile 2 that enables anyone to use computer, mobilephone etc. with his/her thoughts.
eeg-signals eeg-signals-processing eeg-classification brain-computer-interface
Language:Python 10
sync2brain / bossdevice-api-matlab
sync2brain's bossdevice RESEARCH Application Programmable Interface (API) for MATLAB
neurostimulation neuroscience neuroscience-methods eeg eeg-signals eeg-signals-processing brainstimulation brainscience bossdevice bossdeviceapi oscillations brainoscillation tacs realtimeeg real-time-processing real-time-systems signalprocessing digital-signal-processing digitalbiosignalprocessing
Language:MATLAB 9

eeg-signals-processing

SuperBruceJia / EEG-DL

pieeg-club / EEGwithRaspberryPI

sccn / eeglab

Ildaron / ironbci

vrcarva / vmdpy

neerajwagh / eeg-gcnn

craddm / eegUtils

Raghav714 / EEG-Emotion-classification

vrcarva / ewtpy

sari-saba-sadiya / EEGExtract

AlessioZanga / PyEEGLab

edw4rdyao / eeg_mi_dl

junjunjd / rustymind

shyammarjit / EEG-Emotion-Recognition

ycq091044 / ContraWR

digital-cinema-arts / Muse-Analysis-Tools

IoBT-VISTEC / EEGANet

Ildaron / 3.eeg_recognation

BIAPT / EEGapp

exporl / mwf-artifact-removal

yaxan / EEG-gaming-and-speech

EsiSeraj / EEG-PhaseFreq-Analysis

geopopos / EEG_convolutional_neural_net

soumyajit4419 / Emotion-Recognition-from-Psychological-Signals

mvidaldp / Traumschreiber-mobileEEG

teanijarv / EEG-pyline

alexenge / hu-neuro-pipeline

ChiShengChen / MUSE_EEG

kevmtan / electroCUDA

secondlevel / EEG-classification

matteocargnelutti / maguire-lab-seizure-detection-webapp

peterwhycs / T-BEAR

Mithunjha / EarEEG_KnowledgeDistillation

stuartfogel / CountingSheepPSG

SinanGncgl / Brain-Computer-Interface-with-Neurosky

sync2brain / bossdevice-api-matlab