eeg

There are 52 repositories under eeg 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 2565
NeuroKit
neuropsychology / NeuroKit
NeuroKit2: The Python Toolbox for Neurophysiological Signal Processing
python ecg eda emg eeg ppg signal physiology biosignals scr skin-conductance heart-rate hrv tutorial signal-processing cardiac software eog entropy hacktoberfest
Language:Python 1404
analyticalmonk / awesome-neuroscience
A curated list of awesome neuroscience libraries, software and any content related to the domain.
neuroscience mooc brain awesome-list matlab python intelligence awesome list hacktoberfest eeg meg nirs
1224
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++ 1209
vlawhern / arl-eegmodels
This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal classification, using Keras and Tensorflow
eeg deep-learning convolutional-neural-networks keras tensorflow brain-computer-interface eeg-classification time-series-classification event-related-potentials sensory-motor-rhythm
Language:Python 1082
EEGwithRaspberryPI
Pi-EEG / EEGwithRaspberryPI
Open-Source board for converting RaspberryPI to Brain-computer interface
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 826
fieldtrip / fieldtrip
The MATLAB toolbox for MEG, EEG and iEEG analysis
meg eeg ecog analysis matlab dipole beamformer statistics time-frequency connectivity brain neuroscience neuroimaging bids fieldtrip donders seeg ieeg
Language:MATLAB 810
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
pbashivan / EEGLearn
A set of functions for supervised feature learning/classification of mental states from EEG based on "EEG images" idea.
eeg convolutional-neural-networks recurrent-neural-networks
Language:Python 691
moabb
NeuroTechX / moabb
Mother of All BCI Benchmarks
brain-computer-interface machine-learning eeg neuroscience bci bci-benchmarks
Language:Python 627
pyRiemann
pyRiemann / pyRiemann
Machine learning for multivariate data through the Riemannian geometry of positive definite matrices in Python
eeg brain-computer-interface python machine-learning riemannian-geometry statistics signal-processing time-series covariance-estimation covariance-matrix positive-definite-matrices symmetric-matrices hermitian-matrices
Language:Python 593
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 545
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 477
akaraspt / deepsleepnet
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG
scoring-sleep-stages deep-learning eeg neural-network lstm sleep sleep-analysis cnn biosignals
Language:Python 379
DeepBCI / Deep-BCI
An open software package to develop BCI based brain and cognitive computing technology for recognizing user's intention using deep learning
bci deep-learning brain ssvep erp motor-imagery cognitive eeg nirs open-source
Language:C 371
neuropsychology / NeuroKit.py
A Python Toolbox for Statistics and Neurophysiological Signal Processing (EEG, EDA, ECG, EMG...).
biosignals python eeg eda neuroscience microstates hrv rsa heart-rate ecg physiology neurophysiology complexity entropy fractal-dimension neuropsychology psychology emg bvp ppg
Language:Python 360
brainstorm-tools / brainstorm3
Brainstorm software: MEG, EEG, fNIRS, ECoG, sEEG and electrophysiology
matlab electrophysiology eeg meg
Language:MATLAB 355
fooof-tools / fooof
Parameterizing neural power spectra into periodic & aperiodic components.
electrophysiology oscillations power-spectral-density neuroscience local-field-potential eeg meg ecog lfp
Language:Python 340
eeyhsong / EEG-Conformer
EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.
eeg transformer conformer activation-map eeg-transformer eeg-visualization attention
Language:Python 336
eegsynth / eegsynth
Converting real-time EEG into sounds, music and visual effects
bci ecg eeg emg fieldtrip redis synthesizer
Language:Python 328
TNTLFreiburg / braindecode
Outdated, see new https://github.com/braindecode/braindecode
deep-learning eeg brain-signal-decoding convolutional-networks convolutional-neural-networks
Language:Python 323
openlists / ElectrophysiologyData
A list of openly available datasets in (mostly human) electrophysiology.
data open-data open-science research electrophysiology electrophysiological-data eeg meg ecog lfp
322
emadeldeen24 / TS-TCC
[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"
unsupervised-learning deep-learning contrastive-learning temporal contextual time-series eeg fault-diagnosis epilepsy epileptic-seizures sleep-stage-classification transfer-learning human-activity-recognition machine-learning representation-learning
Language:Python 315
neurotech-berkeley / neurotech-course
CS198-96: Intro to Neurotechnology @ UC Berkeley
eeg neurotech neuroscience neurofeedback event-related-potentials biosignals emg eeg-signals
Language:Jupyter Notebook 314
mims-harvard / UniTS
A unified multi-task time series model.
anomaly-detection classification few-shot forecasting foundation-models imputation prompt-tuning time-series unified-model zero-shot ecg eeg multi-task
Language:Python 313
urish / muse-js
Muse 2016 EEG Headset JavaScript Library (using Web Bluetooth)
web-bluetooth eeg eeg-headset eeg-headband eeg-data bci brain-computer-interface brain-connectivity typescript-library
Language:TypeScript 274
raphaelvallat / antropy
AntroPy: entropy and complexity of (EEG) time-series in Python
python signal-processing entropy fractal-dimension numba neuroscience eeg complexity signal feature-extraction machine-learning algorithm
Language:Python 264
kylemath / DeepEEG
Deep Learning with Tensor Flow for EEG MNE Epoch Objects
eeg machine-learning neuroscience deep-learning keras-tensorflow
Language:Jupyter Notebook 261
NeuroTechX / eeg-101
Interactive neuroscience tutorial app using Muse and React Native to teach EEG and BCI basics.
eeg muse android plotting react-native bci
Language:JavaScript 242
BioAmp-EXG-Pill
upsidedownlabs / BioAmp-EXG-Pill
BioAmp EXG Pill is a small and elegant Analog Front End (AFE) board for BioPotential signal acquisition.
bioelectronics emg emg-signal biopotential-signals prosthetics prosthetic-design biology bioamp-emg-pill hardware upsidedownlabs lorforlinux ecg eog eeg board bioamp-exg-pill arduino afe
Language:HTML 238
forrestbao / pyeeg
Python + EEG/MEG = PyEEG
python series meg python-eeg eeg physiology
Language:Python 234
curiositry / EEGrunt
A Collection Python EEG (+ ECG) Analysis Utilities for OpenBCI and Muse
eeg openbci ecg muse python data-visualization data-analysis neuroscience
Language:Python 232
cbrnr / mnelab
MNELAB – a GUI for MNE
eeg meg mne gui python
Language:Python 225
eeyhsong / EEG-Transformer
i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG, ECG, etc. ii. Including the attention of spatial dimension (channel attention) and *temporal dimension*. iii. Common spatial pattern (CSP), an efficient feature enhancement method, realized with Python.
deep-learning attention-mechanism vit transformer attention common-spatial-pattern eeg eeg-classification physiological-signals
Language:Python 219
translationalneuromodeling / tapas
TAPAS - Translational Algorithms for Psychiatry-Advancing Science
computational psychiatry behavioral neuroscience psychosomatics neurology statistical-learning bayesian-inference hierarchical-models fmri eeg
Language:MATLAB 203
MousaviSajad / SleepEEGNet
SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach
sleep-stage-scoring eeg deep-learning sequence-to-sequence cnn rnn tensorflow biomedical biosignals
Language:Python 192