mne-python

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 transformer bci motor-imagery-classification mne-python gcn bci-systems motor-imagery eeg-classification eeg-signals-processing moabb braindecode

UpdatedAug 3, 2024
Jupyter Notebook

mne-tools /mne-rsa

Sponsor

Star72

Representational Similarity Analysis on MEG and EEG data

neuroscience meg eeg data-analysis mne-python

UpdatedNov 4, 2025
Python

AlessioZanga /PyEEGLab

Star62

Analyze and manipulate EEG data using PyEEGLab.

tensorflow keras eeg dataset preprocessing eeg-data mne-python eeg-analysis eeg-classification eeg-signals-processing

UpdatedDec 5, 2020
Python

mne-tools /mne-realtime

Sponsor

Star57

Realtime data analysis with MNE-Python

realtime lsl mne-python fieldtrip-buffer

UpdatedOct 1, 2025
Python

LukeTheHecker /esinet

Star47

EEG inverse solution with artificial neural networks. This package works with MNE-Python data structures for easy integration into your MNE-based M/EEG code

neural-network solutions meg eeg inverse mne-python inverse-solutions anns simulate-data convdip esinet

UpdatedApr 25, 2024
Jupyter Notebook

NirLab-TAU /sleepeegpy

Star36

visualization eeg preprocessing sleep mne-python eeg-analysis sleep-research sleep-eeg sleep-analysis yasa fooof

UpdatedJul 14, 2025
Jupyter Notebook

kaczmarj /rteeg

Star35

[DEPRECATED: use MNE-Python] Python module to stream and analyze EEG data in real-time

real-time eeg mne-python labstreaminglayer

UpdatedMay 30, 2018
Python

faturita /python-scientific

Star32

Quick guide and tutorial to scientific data python programming

python data-science qlearning anaconda keras opencv-python mne-python

UpdatedAug 20, 2025
Jupyter Notebook

reshalfahsi /eeg-motor-imagery-classification

Star30

EEG Motor Imagery Classification Using CNN, Transformer, and MLP

motor-imagery-classification mne-python eeg-classification

UpdatedJul 29, 2025
Jupyter Notebook

neuropycon /ephypype

Star27

Neuropycon package of functions for electrophysiology analysis, can be used from graphpype and nipype

connectivity electrophysiology mne-python nipype

UpdatedJul 25, 2025
Python

ualsbombe /omission_frontiers

Star24

Analysis scripts for group analysis of MEG data in both Python and MATLAB associated with Andersen, L.M., 2018. Group Analysis in MNE-Python of Evoked Responses from a Tactile Stimulation Paradigm: A Pipeline for Reproducibility at Every Step of Processing, Going from Individual Sensor Space Representations to an across-Group Source Space Repres…

article meg mne-python pipeline-script field-trip group-analysis

UpdatedMar 10, 2020
MATLAB

nmningmei /preprocessing_pipelines

Star23

Preprocessing Pipelines for EEG (MNE-python), fMRI (nipype), MEG (MNE-python/autoreject) data

pipelines python3 meg eeg preprocessing fsl mne-python nipype fmri-preprocessing

UpdatedDec 13, 2021
Jupyter Notebook

AGhaderi /MNE-Preprocessing

Star22

MNE-preprocessing is a python repository to reduce artifacts based on basic and unanimous approaches step by step from electroencephalographic (EEG) raw data.

python erp eeg mne signal preprocessing event-related-potentials mne-python ica independent-component-analysis eeg-preprocessing mne-preprocessing