brain-computer-interface

There are 46 repositories under brain-computer-interface topic.

• brainflow

  brainflow-dev / brainflow

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

  eegeeg-analysisbrain-computer-interfacebrain-machine-interfacebrain-controlbcisignal-processingbiosensorsbiosignalsbiosensoremgemg-signalecgbrainflowneurosciencepythonmuseopenbci
  Language:C++ 1253

• 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

  brain-computer-interfaceconvolutional-neural-networksdeep-learningeegeeg-classificationevent-related-potentialskerassensory-motor-rhythmtensorflowtime-series-classification
  Language:Python 1115
• moabb

  NeuroTechX / moabb

  Mother of All BCI Benchmarks

  brain-computer-interfacemachine-learningeegneurosciencebcibci-benchmarks
  Language:Python 654
• pyRiemann

  pyRiemann / pyRiemann

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

  brain-computer-interfacecovariance-estimationcovariance-matrixeeghermitian-matricesimage-processingmachine-learningpositive-definite-matricespythonradar-imageremote-sensingriemannian-geometrysignal-processingstatisticssymmetric-matricestime-series
  Language:Python 609

• Sentdex / BCI

  Brain-Computer interface stuff

  bcibrain-computer-interface
  Language:Python 286

• urish / muse-js

  Muse 2016 EEG Headset JavaScript Library (using Web Bluetooth)

  web-bluetootheegeeg-headseteeg-headbandeeg-databcibrain-computer-interfacebrain-connectivitytypescript-library
  Language:TypeScript 275

• aliasvishnu / EEGNet

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

  eegnetpytorcheeg-analysiseeg-classificationp300brain-computer-interfaceconvolutional-neural-networksbcispeller
  Language:Jupyter Notebook 269

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

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

  eeg-datamotor-imagery-taskscnnsconvolutional-neural-networksesitensorflowpythoneegeeg-signalseeg-analysiseeg-classificationmotor-imagerymotor-imagery-classificationmotor-imagery-trainingbrain-combrain-computer-interfacematlabtensorflow-modelstensorflow-experiments
  Language:Python 190

• timeflux / timeflux

  The programming interface for your body and mind

  timefluxbiosignalseegecgemgedagsrppgbcibrain-computer-interfacebci-spellerbiosensorssignal-processingbrain-machine-interfacebrain-control
  Language:Python 161
• MI-EEG-1D-CNN

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

  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

  brain-computer-interfaceartificial-neural-networksneuroscience
  Language:Python 155

• MikeWangWZHL / EEG-To-Text

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

  bartbertbrain-computer-interfaceeeg-classificationeeg-signalslanguagelanguage-modelsentiment-analysis
  Language:Python 153
• BciPy

  CAMBI-tech / BciPy

  Python Brain-Computer Interface Software

  pythonpython3brain-computer-interfaceeeglanguage-modeldata-acquisitionsignal-processingbci
  Language:Python 123

• RonanB96 / Low-Cost-EEG-Based-BCI

  Low Cost Electroencephalogram Based Brain-Computer-Interface

  bcieegnucleoelectroencephalogramelectroencephalographybioamplifierbrain-computer-interfaceemgeogecg
  Language:C 119

• KimUyen / ConvLSTM-Pytorch

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

  pytorchbciconvlstmbrain-computer-interfaceconvlstm-pytorchconvlstm-networkbci-decoder
  Language:Python 93

• NTX-McGill / NeuroTechX-McGill-2019

  A wheelchair controlled by EEG brain signals and enhanced with assisted driving

  brain-computer-interfaceeeg
  Language:Python 79

• IoBT-VISTEC / MIN2Net

  End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)

  brain-computer-interfacemulti-task-learningdeep-metric-learningdmlautoencoderaeeegbcideep-learningmachine-learningeeg-classification
  Language:Python 74
• mTRF-Toolbox

  mickcrosse / mTRF-Toolbox

  A MATLAB package for modelling multivariate stimulus-response data

  bcibmibrain-computer-interfacebrain-machine-interfaceneural-decodingneural-interfaceridge-regressionstimulus-response-correlationstrfsystem-identificationtemporal-response-functiontrf
  Language:MATLAB 73

• atonkamanda / awesome-ai-brain-computer-interface

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

  bcibci-systemsbrain-computer-interfacedeep-learningdeep-neural-networksdeep-reinforcement-learningmachine-learningreinforcement-learningroboticsawesome-listawesome-listsawesome-readmeneuralneural-interfacesawesome
  71

• drwuHUST / TLBCI

  Matlab source code of the paper "D. Wu, X. Jiang, R. Peng, W. Kong, J. Huang and Z. Zeng, Transfer Learning for Motor Imagery Based Brain-Computer Interfaces: A Complete Pipeline, Information Sciences, 2021, submitted."

  motor-imagerybrain-computer-interfacetransfer-learning
  Language:MATLAB 68

• mindaffect / pymindaffectBCI

  Python SDK for high performance on-line Brain Computer Interface development.

  brain-computer-interfacepythonneurosciencemachine-learning
  Language:Jupyter Notebook 62

• High-East / BCI-ToolBox

  Deep Learning pipeline for motor-imagery classification.

  shallowconvnetdeepconvneteegnetfbcnetbci2021brain-computer-interfacemotor-imagery-classificationpytorch
  Language:Python 54

• CerebusOSS / CereLink

  Blackrock Microsystems Cerebus Link for Neural Signal Processing

  eegneurosciencebrain-computer-interface
  Language:C++ 52

• lkorczowski / BCI-2021-Riemannian-Geometry-workshop

  Riemannian Geometry workshop at vBCI Meeting 2021

  machine-learningbrain-computer-interfaceriemannian-geometrysignal-processing
  Language:Jupyter Notebook 52

• okbalefthanded / bci_toolbox

  Classification toolbox for ERP and SSVEP based BCI data

  brain-computer-interfaceeegmachine-learningclassificationbenchmarkingerpssvep
  Language:MATLAB 51

• rameerez / brain-computer-interfacing

  🧠 Brain-Computer Interfacing bootcamp course + projects @ Saturdays.AI (BCI + AI)

  bcibrain-computer-interfaceaiartificial-intelligenceartificial-neural-networkspythonpytorchbrain-machine-interfacebitbrainheadsetstudy-groupneuroscienceeegmachine-learningpython3bootcampnotebookbmicourse
  Language:Jupyter Notebook 48

• pwittchen / neurosky-android-sdk

  Android SDK for the NeuroSky MindWave Mobile Brainwave Sensing Headset

  neuroskymindwavethinkgearbrain-computer-interfacebciandroidrxandroidrxjavarxkotlinsdkbraineeg
  Language:Java 47

• junjunjd / rustymind

  A driver, parser and real time brainwave plotter for NeuroSky MindWave EEG headset

  rustbrainwaveneurosciencemindwaveneuroskyploteegeeg-headsetbcieeg-signals-processingeeg-readingsbrainbrain-computer-interface
  Language:Rust 45

• rkobler / TSMNet

  Code and reuslts accompanying the NeurIPS 2022 paper with the title SPD domain-specific batch normalization to crack interpretable unsupervised domain adaptation in EEG

  bcibrain-computer-interfaceeegelectroencephalographygeometric-deep-learningmachine-learningmanifold-learningtransfer-learningunsupervised-domain-adaptation
  Language:Python 44

• prashanth-prakash / EEG-ANALYSIS-FOR-MOTOR-IMAGERY-APPLICATION

  motor-imagery-classificationbrain-computer-interfacemachine-learning-algorithmscspdwtfbcspeegdecoding
  Language:Jupyter Notebook 42

• Mentalab-hub / explorepy

  Python API for Mentalab biosignal aquisition devices

  biosignalseegeeg-signalsbcibrain-computer-interfaceemgecgecg-signalneurosciencebrain-machine-interfacesleep-researcheeg-headsetbrain-imagingwearable-sensorsbiosensorsneurotechnologymental-healthneurofeedbackneurofeedback-training
  Language:C++ 41

• wzhlearning / fNIRS-Transformer

  Transformer-based fNIRS Classification. Paper: Transformer Model for Functional Near-Infrared Spectroscopy Classification

  fnirsclassificationbrain-computer-interfacedeep-learning-algorithmstransformerdatasetpytorch
  Language:Python 41

• IoBT-VISTEC / Pre-trained-EEG-for-Deep-Learning

  Universal Joint Feature Extraction for P300 EEG Classification Using Multi-Task Autoencoder (IEEE Access)

  deep-learningmachine-learningeegeeg-classificationbrain-computer-interfaceevent-related-potentialsp300-spellertransfer-learningpre-trained-modelpre-trainingerp
  Language:Python 39

• MKnierim / openbci-ceegrids

  Documentation for Reproducing & Using the OpenBCI cEEGrid Adapter

  bcibiosignalsbrain-computer-interface
  Language:Python 38

• zubara / mneflow

  Neural networks for EEG-MEG decoding with MNE-python and Tensorflow.

  tensorflowbrain-computer-interfaceneural-networks
  Language:Python 38
• bcisimulator

  jtcostello / bcisimulator

  A simple closed-loop BCI simulator for testing real-time neural decoding algorithms

  brain-computer-interfaceneural-dataneural-networkreal-timebci
  Language:Python 37

• shyammarjit / EEG-Emotion-Recognition

  EEG-Based Emotion Recognition

  brain-computer-interfacedeep-learningeeg-classificationeeg-signals-processingemotion-recognitionmachine-learninggenetic-algorithmoptimization-algorithms
  Language:Jupyter Notebook 37