brain-computer-interface

There are 54 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++ 1520

• 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

  eegdeep-learningconvolutional-neural-networkskerastensorflowbrain-computer-interfaceeeg-classificationtime-series-classificationevent-related-potentialssensory-motor-rhythm
  Language:Python 1407
• moabb

  NeuroTechX / moabb

  Mother of All BCI Benchmarks

  brain-computer-interfacemachine-learningeegneurosciencebcibci-benchmarks
  Language:Python 867
• pyRiemann

  pyRiemann / pyRiemann

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

  eegbrain-computer-interfacepythonmachine-learningriemannian-geometrystatisticssignal-processingtime-seriescovariance-estimationcovariance-matrixpositive-definite-matricessymmetric-matriceshermitian-matricesimage-processingradar-imageremote-sensing
  Language:Python 709

• 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 340

• Sentdex / BCI

  Brain-Computer interface stuff

  bcibrain-computer-interface
  Language:Python 328

• snailpt / CTNet

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

  cnnmotor-imagerytransformermi-eegeeg-classificationbcieeg-analysiseeg-transformermi-eeg-classificationctnetconv-transformerbrain-computer-interfaceattentioneeg-decoding
  Language:Jupyter Notebook 315

• urish / muse-js

  Muse 2016 EEG Headset JavaScript Library (using Web Bluetooth)

  web-bluetootheegeeg-headseteeg-headbandeeg-databcibrain-computer-interfacebrain-connectivitytypescript-library
  Language:TypeScript 297

• 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 232

• 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 206

• timeflux / timeflux

  The programming interface for your body and mind

  timefluxbiosignalseegecgemgedagsrppgbcibrain-computer-interfacebci-spellerbiosensorssignal-processingbrain-machine-interfacebrain-control
  Language:Python 179
• 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

  artificial-neural-networksbrain-computer-interfaceneuroscience
  Language:Python 170

• RonanB96 / Low-Cost-EEG-Based-BCI

  Low Cost Electroencephalogram Based Brain-Computer-Interface

  bcieegnucleoelectroencephalogramelectroencephalographybioamplifierbrain-computer-interfaceemgeogecg
  Language:C 149
• BciPy

  CAMBI-tech / BciPy

  Python Brain-Computer Interface Software

  pythonpython3brain-computer-interfaceeeglanguage-modeldata-acquisitionsignal-processingbci
  Language:Python 138

• 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 105

• NTX-McGill / NeuroTechX-McGill-2019

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

  brain-computer-interfaceeeg
  Language:Python 99

• 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 98

• 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
  97
• 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 95

• wzhlearning / fNIRS-Transformer

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

  brain-computer-interfaceclassificationdatasetdeep-learning-algorithmsfnirspytorchtransformer
  Language:Python 79

• 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 77

• 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."

  brain-computer-interfacemotor-imagerytransfer-learning
  Language:MATLAB 70

• shyammarjit / EEG-Emotion-Recognition

  EEG-Based Emotion Recognition

  brain-computer-interfacedeep-learningeeg-classificationeeg-signals-processingemotion-recognitionmachine-learninggenetic-algorithmoptimization-algorithms
  Language:Jupyter Notebook 63

• High-East / BCI-ToolBox

  Deep Learning pipeline for motor-imagery classification.

  shallowconvnetdeepconvneteegnetfbcnetbci2021brain-computer-interfacemotor-imagery-classificationpytorch
  Language:Python 61

• pwittchen / neurosky-android-sdk

  Android SDK for the NeuroSky MindWave Mobile Brainwave Sensing Headset

  neuroskymindwavethinkgearbrain-computer-interfacebciandroidrxandroidrxjavarxkotlinsdkbraineeg
  Language:Java 59

• 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 59

• CerebusOSS / CereLink

  Blackrock Neurotech Cerebus Link for Neural Signal Processors

  neurosciencebrain-computer-interface
  Language:C++ 56

• MKnierim / openbci-ceegrids

  Documentation for Reproducing & Using the OpenBCI cEEGrid Adapter

  bcibiosignalsbrain-computer-interface
  Language:Python 56

• okbalefthanded / bci_toolbox

  Classification toolbox for ERP and SSVEP based BCI data

  brain-computer-interfaceeegmachine-learningclassificationbenchmarkingerpssvep
  Language:MATLAB 56

• Mentalab-hub / explorepy

  Python API for Mentalab biosignal aquisition devices

  biosignalseegeeg-signalsbcibrain-computer-interfaceemgecgecg-signalneurosciencebrain-machine-interfacesleep-researcheeg-headsetbrain-imagingwearable-sensorsbiosensorsneurotechnologymental-healthneurofeedbackneurofeedback-training
  Language:Python 53

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

  Riemannian Geometry workshop at vBCI Meeting 2021

  brain-computer-interfacemachine-learningriemannian-geometrysignal-processing
  Language:Jupyter Notebook 52

• junjunjd / rustymind

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

  rustbrainwaveneurosciencemindwaveneuroskyploteegeeg-headsetbcieeg-signals-processingeeg-readingsbrainbrain-computer-interface
  Language:Rust 50

• combra-lab / snn-eeg

  PyTorch and Loihi implementation of the Spiking Neural Network for decoding EEG on Neuromorphic Hardware

  brain-computer-interfaceeegeeg-classificationloihineuromorphic-computingpytorchspiking-neural-network
  Language:Python 47

• DevJake / EEG-diffusion-pytorch

  An implementation of Denoising Diffusion Probabilistic Models (DDPM) in PyTorch for EEG-based image reconstruction.

  bcibrain-computer-interfaceddpmdeep-learningdenoising-diffusion-modelseegelectroencephalographygenerative-modelimage-reconstructionmachine-learningpytorchunetunet-pytorch
  Language:Jupyter Notebook 47

• orvindemsy / BCICIV2a-FBCSP

  Implementation of filter bank common spatial pattern (FBCSP) for MI-based BCI in python

  bcibrain-computer-interfacecommon-spatial-patternmotor-imagerypython
  Language:Jupyter Notebook 46

• Xemin0 / ReadingEmbedding

  Implementation of "From Word Embedding to Reading Embedding Using Large Language Model, EEG and Eye-tracking"

  brain-computer-interfacedeep-learningtorch
  Language:Jupyter Notebook 46