brain-computer-interface

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brainflow-dev /brainflow

Star1.6k

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

UpdatedFeb 12, 2026
C++

vlawhern /arl-eegmodels

Star1.5k

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

NeuroTechX /moabb

Star929

Mother of All BCI Benchmarks

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

UpdatedFeb 20, 2026
Python

pyRiemann /pyRiemann

Star737

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

UpdatedFeb 16, 2026
Python

aliasvishnu /EEGNet

Star360

[Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces -https://arxiv.org/pdf/1611.08024.pdf

pytorch convolutional-neural-networks bci speller brain-computer-interface p300 eeg-analysis eeg-classification eegnet

UpdatedJul 10, 2019
Jupyter Notebook

snailpt /CTNet

Star346

CTNet: A Convolutional Transformer Network for EEG-Based Motor Imagery Classification

cnn transformer attention bci brain-computer-interface eeg-analysis motor-imagery eeg-classification ctnet eeg-transformer mi-eeg eeg-decoding mi-eeg-classification conv-transformer

UpdatedJan 5, 2026
Jupyter Notebook

Sentdex /BCI

Star340

Brain-Computer interface stuff

bci brain-computer-interface

UpdatedOct 25, 2022
Python

urish /muse-js

Star302

Muse 2016 EEG Headset JavaScript Library (using Web Bluetooth)

eeg typescript-library web-bluetooth eeg-data bci brain-computer-interface eeg-headband eeg-headset brain-connectivity

UpdatedSep 25, 2024
TypeScript

SuperBruceJia /EEG-Motor-Imagery-Classification-CNNs-TensorFlow

Star238

EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow

python tensorflow matlab eeg eeg-signals esi tensorflow-experiments convolutional-neural-networks eeg-data brain-computer-interface motor-imagery-classification tensorflow-models motor-imagery-training cnns eeg-analysis motor-imagery eeg-classification brain-com motor-imagery-tasks

UpdatedMay 20, 2024
Python

MikeWangWZHL /EEG-To-Text

Star219

code for AAAI2022 paper "Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification"

language sentiment-analysis bart eeg-signals language-model brain-computer-interface bert eeg-classification

UpdatedJun 30, 2024
Python

timeflux /timeflux

Star185

The programming interface for your body and mind

signal-processing eda eeg ecg emg bci biosensors brain-computer-interface ppg biosignals gsr brain-control brain-machine-interface bci-speller timeflux

UpdatedDec 4, 2024
Python

ambitious-octopus /MI-EEG-1D-CNN

Star175

A new approach based on a 10-layer one-dimensional convolution neural network (1D-CNN) to classify five brain states (four MI classes plus a 'baseline' class) using a data augmentation algorithm and a limited number of EEG channels. Paper:https://doi.org/10.1088/1741-2552/ac4430

neuroscience artificial-neural-networks brain-computer-interface

UpdatedMay 30, 2022
Python

RonanB96 /Low-Cost-EEG-Based-BCI

Star158

Low Cost Electroencephalogram Based Brain-Computer-Interface

eeg ecg electroencephalography emg bci brain-computer-interface nucleo eog electroencephalogram bioamplifier

UpdatedSep 6, 2025
C

DanceSkyCode /Bratrix

Star157

Official Repo of "Bridging Vision and Brain with Language-Anchored Semantic Alignment"

brain-computer-interface multimodal-deep-learning

UpdatedJan 27, 2026
Jupyter Notebook

CAMBI-tech /BciPy

Star144

Python Brain-Computer Interface Software

python signal-processing data-acquisition python3 eeg language-model bci brain-computer-interface

UpdatedFeb 12, 2026
Python

atonkamanda /awesome-ai-brain-computer-interface

Star109

Must-read papers on machine learning, deep learning, reinforcement learning and other learning methods for brain-computer interfaces.

machine-learning awesome deep-neural-networks reinforcement-learning deep-learning robotics deep-reinforcement-learning awesome-list bci neural brain-computer-interface awesome-lists bci-systems awesome-readme neural-interfaces

UpdatedNov 2, 2024

KimUyen /ConvLSTM-Pytorch

Star107

Implementation of ConvLSTM in pytorch applied for BCI (Brain Machine Interface) following paper: Convolutional LSTM Network-A Machine Learning Approach for Precipitation Nowcasting

pytorch bci brain-computer-interface convlstm convlstm-pytorch convlstm-network bci-decoder