eeg

There are 59 repositories under eeg topic.

mne-python
mne-tools / mne-python
MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python
ecog eeg electrocorticography electroencephalography machine-learning magnetoencephalography meg neuroimaging neuroscience python statistics visualization
Language:Python 3056
NeuroKit
neuropsychology / NeuroKit
NeuroKit2: The Python Toolbox for Neurophysiological Signal Processing
biosignals cardiac ecg eda eeg emg entropy eog hacktoberfest heart-rate hrv physiology ppg python scr signal signal-processing skin-conductance software tutorial
Language:Python 1910
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
1471
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++ 1390
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 1358
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 916
braindecode / braindecode
Deep learning software to decode EEG, ECG or MEG signals
deep-learning ecog eeg electrocorticography electroencephalogram electroencephalography magnetoencephalography meg neuroimaging neuroscience python pytorch
Language:Python 907
EEGwithRaspberryPI
pieeg-club / EEGwithRaspberryPI
Not supported. Measure 8 EEG channels with Shield PiEEG and RaspberryPi in C library
ads1299 bci bci-systems biosignal diy-electronics diy-solutions eeg eeg-signals eeg-signals-processing ironbci open-source pieeg raspberry-pi raspberry-pi-3 raspberry-pi-4 raspberrypi texas-instruments
Language:Python 891
moabb
NeuroTechX / moabb
Mother of All BCI Benchmarks
bci bci-benchmarks brain-computer-interface eeg machine-learning neuroscience
Language:Python 761
pbashivan / EEGLearn
A set of functions for supervised feature learning/classification of mental states from EEG based on "EEG images" idea.
convolutional-neural-networks eeg recurrent-neural-networks
Language:Python 746
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 684
pyRiemann
pyRiemann / pyRiemann
Machine learning for multivariate data through the Riemannian geometry of positive definite matrices in Python
brain-computer-interface covariance-estimation covariance-matrix eeg hermitian-matrices image-processing machine-learning positive-definite-matrices python radar-image remote-sensing riemannian-geometry signal-processing statistics symmetric-matrices time-series
Language:Python 671
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 565
eeyhsong / EEG-Conformer
EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.
activation-map attention conformer eeg eeg-transformer eeg-visualization transformer
Language:Python 535
pieeg-club / ironbci
Wearable (BLE) Brain-Computer Interface, ADS1299 and STM32 with SDK for mobile application
ads1299 bci bci-homework bci-systems eeg eeg-classification eeg-data eeg-headset eeg-signals eeg-signals-processing ironbci stm32
Language:Python 519
openlists / ElectrophysiologyData
A list of openly available datasets in (mostly human) electrophysiology.
data ecog eeg electrophysiological-data electrophysiology lfp meg open-data open-science research
477
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 457
akaraspt / deepsleepnet
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG
biosignals cnn deep-learning eeg lstm neural-network scoring-sleep-stages sleep sleep-analysis
Language:Python 429
brainstorm-tools / brainstorm3
Brainstorm software: MEG, EEG, fNIRS, ECoG, sEEG and electrophysiology
matlab electrophysiology eeg meg
Language:MATLAB 409
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 400
fooof-tools / fooof
Parameterizing neural power spectra into periodic & aperiodic components.
ecog eeg electrophysiology lfp local-field-potential meg neuroscience oscillations power-spectral-density
Language:Python 399
neuropsychology / NeuroKit.py
A Python Toolbox for Statistics and Neurophysiological Signal Processing (EEG, EDA, ECG, EMG...).
biosignals bvp complexity ecg eda eeg emg entropy fractal-dimension heart-rate hrv microstates neurophysiology neuropsychology neuroscience physiology ppg psychology python rsa
Language:Python 376
eegsynth / eegsynth
Converting real-time EEG into sounds, music and visual effects
bci eeg ecg emg synthesizer fieldtrip redis art-net dmx midi osc
Language:Python 361
neurotech-berkeley / neurotech-course
CS198-96: Intro to Neurotechnology @ UC Berkeley
biosignals eeg eeg-signals emg event-related-potentials neurofeedback neuroscience neurotech
Language:Jupyter Notebook 356
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 339
TNTLFreiburg / braindecode
Outdated, see new https://github.com/braindecode/braindecode
deep-learning eeg brain-signal-decoding convolutional-networks convolutional-neural-networks
Language:Python 330
raphaelvallat / antropy
AntroPy: entropy and complexity of (EEG) time-series in Python
algorithm complexity eeg entropy feature-extraction fractal-dimension machine-learning neuroscience numba python signal signal-processing
Language:Python 315
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 292
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 291
kylemath / DeepEEG
Deep Learning with Tensor Flow for EEG MNE Epoch Objects
eeg machine-learning neuroscience deep-learning keras-tensorflow
Language:Jupyter Notebook 275
forrestbao / pyeeg
Python + EEG/MEG = PyEEG
eeg meg physiology python python-eeg series
Language:Python 256
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 255
cbrnr / mnelab
MNELAB – a GUI for MNE
eeg gui meg mne python
Language:Python 254
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 252
Altaheri / EEG-ATCNet
Attention temporal convolutional network for EEG-based motor imagery classification
attention classification convolutional-neural-networks eeg motor-imagery multi-head-self-attention temporal-convolutional-network
Language:Python 245
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 245