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EEG

Electroencephalography (EEG) is a non-invasive method for recording electrical activity in the brain, first performed on humans by Hans Berger in 1924(Berger, 1929).

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mne-python

mne-tools /mne-python

MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python

visualization python machine-learning statistics neuroscience meg eeg neuroimaging electroencephalography magnetoencephalography electrocorticography ecog

UpdatedMar 12, 2025
Python

NeuroKit

neuropsychology /NeuroKit

NeuroKit2: The Python Toolbox for Neurophysiological Signal Processing

python tutorial entropy signal-processing eda eeg ecg software heart-rate signal hrv emg hacktoberfest ppg scr cardiac biosignals physiology eog skin-conductance

UpdatedFeb 19, 2025
Python

brainflow

brainflow-dev /brainflow

BrainFlow is a library intended to obtain, parse and analyze EEG, EMG, ECG and other kinds of data from biosensors

python signal-processing neuroscience eeg openbci ecg muse emg bci biosensors brain-computer-interface biosignals eeg-analysis brain-control brain-machine-interface emg-signal biosensor brainflow

UpdatedMar 10, 2025
C++

analyticalmonk /awesome-neuroscience

A curated list of awesome neuroscience libraries, software and any content related to the domain.

python list intelligence awesome mooc matlab neuroscience meg eeg awesome-list brain hacktoberfest nirs

UpdatedOct 24, 2024

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

deep-learning tensorflow keras eeg convolutional-neural-networks brain-computer-interface event-related-potentials time-series-classification eeg-classification sensory-motor-rhythm

UpdatedMay 2, 2022
Python

braindecode /braindecode

Deep learning software to decode EEG, ECG or MEG signals

python deep-learning neuroscience pytorch meg eeg neuroimaging electroencephalography magnetoencephalography electrocorticography ecog electroencephalogram

UpdatedMar 5, 2025
Python

EEGwithRaspberryPI

pieeg-club /EEGwithRaspberryPI

Not supported. Measure 8 EEG channels with Shield PiEEG and RaspberryPi in C library

open-source raspberry-pi raspberrypi eeg eeg-signals bci texas-instruments raspberry-pi-3 diy-solutions bci-systems eeg-signals-processing biosignal ads1299 raspberry-pi-4 diy-electronics ironbci pieeg

UpdatedNov 5, 2024
Python

fieldtrip /fieldtrip

The MATLAB toolbox for MEG, EEG and iEEG analysis

statistics analysis matlab neuroscience meg eeg connectivity neuroimaging bids brain beamformer fieldtrip ecog dipole time-frequency ieeg seeg donders

UpdatedMar 17, 2025
MATLAB

moabb

NeuroTechX /moabb

Mother of All BCI Benchmarks

machine-learning neuroscience eeg bci brain-computer-interface bci-benchmarks

UpdatedMar 15, 2025
Python

pbashivan /EEGLearn

A set of functions for supervised feature learning/classification of mental states from EEG based on "EEG images" idea.

recurrent-neural-networks eeg convolutional-neural-networks

UpdatedJul 2, 2020
Python

pyRiemann

pyRiemann /pyRiemann

Machine learning for multivariate data through the Riemannian geometry of positive definite matrices in Python

python machine-learning statistics time-series signal-processing image-processing eeg remote-sensing brain-computer-interface covariance-matrix positive-definite-matrices covariance-estimation riemannian-geometry radar-image symmetric-matrices hermitian-matrices

UpdatedMar 12, 2025
Python

sccn /eeglab

EEGLAB is an open source signal processing environment for electrophysiological signals running on Matlab and developed at the SCCN/UCSD

matlab eda meg eeg ecg octave electrophysiology compiled hrv brain spectral-analysis eeglab ecog source-localization neurophysiology eeg-signals-processing biosignal ieeg eeg-preprocessing

UpdatedFeb 18, 2025
MATLAB

eeyhsong /EEG-Conformer

EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.

eeg transformer attention conformer eeg-transformer eeg-visualization activation-map

UpdatedJul 24, 2024
Python

pieeg-club /ironbci

Wearable (BLE) Brain-Computer Interface, ADS1299 and STM32 with SDK for mobile application

stm32 eeg eeg-signals eeg-data bci eeg-headset bci-systems eeg-classification eeg-signals-processing ads1299 bci-homework ironbci

UpdatedMar 7, 2025
Python

mims-harvard /UniTS

A unified multi-task time series model.

time-series eeg ecg forecasting classification imputation multi-task zero-shot anomaly-detection few-shot unified-model prompt-tuning foundation-models

UpdatedSep 26, 2024
Python

openlists /ElectrophysiologyData

A list of openly available datasets in (mostly human) electrophysiology.

data research meg eeg open-data open-science electrophysiology ecog lfp electrophysiological-data

UpdatedFeb 25, 2025

akaraspt /deepsleepnet

DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG

deep-learning neural-network cnn eeg lstm sleep biosignals sleep-analysis scoring-sleep-stages

UpdatedJul 19, 2024
Python

emadeldeen24 /TS-TCC

[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

machine-learning deep-learning time-series eeg transfer-learning representation-learning unsupervised-learning human-activity-recognition temporal epilepsy contextual epileptic-seizures fault-diagnosis contrastive-learning sleep-stage-classification

UpdatedMar 31, 2024
Python

brainstorm-tools /brainstorm3

Brainstorm software: MEG, EEG, fNIRS, ECoG, sEEG and electrophysiology

matlab meg eeg electrophysiology

UpdatedMar 12, 2025
MATLAB

DeepBCI /Deep-BCI

An open software package to develop BCI based brain and cognitive computing technology for recognizing user's intention using deep learning

open-source deep-learning erp eeg bci brain cognitive nirs ssvep motor-imagery

UpdatedFeb 27, 2024
C

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