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Some thing interesting about brain-computer-interface

👇 Here are 267 public repositories matching this topic...

aliasvishnu / eegnet

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

User: aliasvishnu

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

ambitious-octopus / mi-eeg-1d-cnn

brain-computer-interface, 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

User: ambitious-octopus

brain-computer-interface artificial-neural-networks neuroscience

atonkamanda / awesome-ai-brain-computer-interface

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

User: atonkamanda

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

axopy / axopy

brain-computer-interface,A Python Library for Implementing Human-Computer Interface Experiments

Organization: axopy

Home Page: https://axopy.readthedocs.io

human-computer-interaction electrophysiology experiment-design prosthetics brain-computer-interface gui qt

brainflow-dev / brainflow

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

Organization: brainflow-dev

Home Page: https://brainflow.org/

eeg eeg-analysis brain-computer-interface brain-machine-interface brain-control bci signal-processing biosensors biosignals biosensor

cambi-tech / bcipy

brain-computer-interface,Python Brain-Computer Interface Software

Organization: cambi-tech

Home Page: https://bcipy.github.io

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

cerebusoss / cerelink

brain-computer-interface,Blackrock Microsystems Cerebus Link for Neural Signal Processing

Organization: cerebusoss

eeg neuroscience brain-computer-interface

combra-lab / snn-eeg

brain-computer-interface,PyTorch and Loihi implementation of the Spiking Neural Network for decoding EEG on Neuromorphic Hardware

Organization: combra-lab

brain-computer-interface eeg eeg-classification loihi neuromorphic-computing pytorch spiking-neural-network

drwuhust / tlbci

brain-computer-interface,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."

User: drwuhust

motor-imagery brain-computer-interface transfer-learning

esiseraj / eeg-phasefreq-analysis

brain-computer-interface,Cerebral Signal's Instantaneous Parameters (Phase, Frequency & Envelope) Estimation & Analysis MATLAB Toolbox

User: esiseraj

Home Page: https://arxiv.org/pdf/1610.02249v4.pdf

eeg-signals-processing frequency-analysis phase-analysis brain-computer-interface transfer-function-perturbation eeg-phase phase-quantities phase-shift phase-locking-value phase-resetting biological-signal-processing statistical-signal-processing bci-systems instantaneous-phase instantaneous-frequency user-manual

high-east / attention-based-spatio-temporal-spectral-feature-learning-for-subject-specific-eeg-classification

brain-computer-interface,Official code for "Attention-Based Spatio-Temporal-Spectral Feature Learning for Subject-Specific EEG Classification" paper

User: high-east

brain-computer-interface bci motor-imagery pytorch classification

high-east / bci-toolbox

brain-computer-interface,Deep Learning pipeline for motor-imagery classification.

User: high-east

shallowconvnet deepconvnet eegnet fbcnet bci2021 brain-computer-interface motor-imagery-classification pytorch

iobt-vistec / eeganet

brain-computer-interface,EEG Artifact Removal Using Deep Learning (source code, IEEE Journal of Biomedical and Health Informatics)

User: iobt-vistec

bci brain-computer-interface deeplearning deepneuralnetworks eeg eeg-analysis eeg-signals eeg-signals-processing eeglab eegnet

iobt-vistec / min2net

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

User: iobt-vistec

Home Page: https://min2net.github.io

brain-computer-interface multi-task-learning deep-metric-learning dml autoencoder ae eeg bci deep-learning machine-learning

iobt-vistec / pre-trained-eeg-for-deep-learning

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

User: iobt-vistec

deep-learning machine-learning eeg eeg-classification brain-computer-interface event-related-potentials p300-speller transfer-learning pre-trained-model pre-training

irautak / fingerflex

brain-computer-interface,FingerFlex: a new state of the art model for prediction finger movements from brain activity (ECoG).

User: irautak

Home Page: https://arxiv.org/abs/2211.01960

bci brain-computer-interface brain-decoding deep-learning ecog finger-movement neuroscience time-series

jinglescode / ssvep-multi-task-learning

brain-computer-interface,Using multi-task learning to capture signals simultaneously from the fovea efficiently and the neighboring targets in the peripheral vision generate a visual response map. A calibration-free user-independent solution, desirable for clinical diagnostics. A stepping stone for an objective assessment of glaucoma patients’ visual field.

User: jinglescode

Home Page: https://jinglescode.github.io/ssvep-multi-task-learning/

bci brain-computer-interface cnn convolutional-neural-network deep-learning eeg multitask-learning pytorch ssvep

jtcostello / bcisimulator

brain-computer-interface,A simple closed-loop BCI simulator for testing real-time neural decoding algorithms

User: jtcostello

brain-computer-interface neural-data neural-network real-time bci

junjunjd / rustymind

brain-computer-interface,A driver, parser and real time brainwave plotter for NeuroSky MindWave EEG headset

User: junjunjd

rust brainwave neuroscience mindwave neurosky plot eeg eeg-headset bci eeg-signals-processing

kimuyen / convlstm-pytorch

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

User: kimuyen

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

lkorczowski / bci-2021-riemannian-geometry-workshop

brain-computer-interface,Riemannian Geometry workshop at vBCI Meeting 2021

User: lkorczowski

brain-computer-interface machine-learning riemannian-geometry signal-processing

lmbooth / pybci

brain-computer-interface,Create real-time BCI's with the LSL, PyTorch, SKLearn and TensorFlow packages.

User: lmbooth

Home Page: https://pybci.readthedocs.io/en/latest/

bci brain-computer-interface human-computer-interaction labstreaminglayer machine-learning lsl pytorch sklearn tensorflow human-machine-interface

martinwimpff / channel-attention

brain-computer-interface,

User: martinwimpff

brain-computer-interface channel-attention eeg motor-imagery

mentalab-hub / explorepy

brain-computer-interface,Python API for Mentalab biosignal aquisition devices

Organization: mentalab-hub

Home Page: https://mentalab.com/

biosignals eeg eeg-signals bci brain-computer-interface emg ecg ecg-signal neuroscience brain-machine-interface

metaverse-crowdsource / complete-neural-signal-analysis

brain-computer-interface,Feature extraction and prediction of human neural signals, using chaos theory, dynamical systems theory, various physics/maths theories, RNN, CNN, transformers

Organization: metaverse-crowdsource

Home Page: https://discord.gg/bKpF32REAj

chaos chaos-theory computational-neuroscience dynamical-systems eeg neuroscience tes bci biohybrid brain

mickcrosse / mtrf-toolbox

brain-computer-interface,A MATLAB package for modelling multivariate stimulus-response data

User: mickcrosse

Home Page: https://cnspworkshop.net

bci bmi brain-computer-interface brain-machine-interface neural-decoding neural-interface ridge-regression stimulus-response-correlation strf system-identification

mikewangwzhl / eeg-to-text

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

User: mikewangwzhl

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

mindaffect / pymindaffectbci

brain-computer-interface,Python SDK for high performance on-line Brain Computer Interface development.

Organization: mindaffect

Home Page: https://mindaffect.nl

brain-computer-interface python neuroscience machine-learning

mknierim / openbci-ceegrids

brain-computer-interface,Documentation for Reproducing & Using the OpenBCI cEEGrid Adapter

User: mknierim

Home Page: https://expeeeriments.io/

bci biosignals brain-computer-interface

neurotechx / moabb

brain-computer-interface,Mother of All BCI Benchmarks

Organization: neurotechx

Home Page: https://neurotechx.github.io/moabb/

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

ntx-mcgill / neurotechx-mcgill-2019

brain-computer-interface,A wheelchair controlled by EEG brain signals and enhanced with assisted driving

Organization: ntx-mcgill

Home Page: https://youtu.be/_46AoSnHCRo

brain-computer-interface eeg

okbalefthanded / bci_toolbox

brain-computer-interface,Classification toolbox for ERP and SSVEP based BCI data

User: okbalefthanded

brain-computer-interface eeg machine-learning classification benchmarking erp ssvep

orvindemsy / bciciv2a-fbcsp

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

User: orvindemsy

bci common-spatial-pattern motor-imagery brain-computer-interface python

prashanth-prakash / eeg-analysis-for-motor-imagery-application

brain-computer-interface,

User: prashanth-prakash

brain-computer-interface csp decoding dwt eeg fbcsp machine-learning-algorithms motor-imagery-classification

pwittchen / neurosky-android-sdk

brain-computer-interface,Android SDK for the NeuroSky MindWave Mobile Brainwave Sensing Headset

User: pwittchen

Home Page: https://pwittchen.github.io/neurosky-android-sdk/docs

neurosky mindwave thinkgear brain-computer-interface bci android rxandroid rxjava rxkotlin sdk

pyriemann / pyriemann

brain-computer-interface,Machine learning for multivariate data through the Riemannian geometry of positive definite matrices in Python

Organization: pyriemann

Home Page: https://pyriemann.readthedocs.io

eeg brain-computer-interface python machine-learning riemannian-geometry statistics signal-processing time-series covariance-estimation covariance-matrix

rameerez / brain-computer-interfacing

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

User: rameerez

Home Page: https://saturdays.ai

bci brain-computer-interface ai artificial-intelligence artificial-neural-networks python pytorch brain-machine-interface bitbrain headset

rkobler / eyeartifactcorrection

brain-computer-interface,Eye movement and blink-related EEG and MEG artifact correction algorithms

User: rkobler

Home Page: https://bci.tugraz.at

eeg meg electroencephalography magnetoencephalography artifacts brain-computer-interface

rkobler / tsmnet

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

User: rkobler

bci brain-computer-interface eeg electroencephalography geometric-deep-learning machine-learning manifold-learning transfer-learning unsupervised-domain-adaptation

ronanb96 / low-cost-eeg-based-bci

brain-computer-interface,Low Cost Electroencephalogram Based Brain-Computer-Interface

User: ronanb96

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

sentdex / bci

brain-computer-interface,Brain-Computer interface stuff

User: sentdex

bci brain-computer-interface

shyammarjit / eeg-emotion-recognition

brain-computer-interface,EEG-Based Emotion Recognition

User: shyammarjit

Home Page: https://ieeexplore.ieee.org/document/9588702

brain-computer-interface deep-learning eeg-classification eeg-signals-processing emotion-recognition genetic-algorithm machine-learning optimization-algorithms

superbrucejia / eeg-motor-imagery-classification-cnns-tensorflow

brain-computer-interface,EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow

User: superbrucejia

Home Page: https://iopscience.iop.org/article/10.1088/1741-2552/ab4af6/meta

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

timeflux / timeflux

brain-computer-interface,The programming interface for your body and mind

Organization: timeflux

Home Page: https://timeflux.io

timeflux biosignals eeg ecg emg eda gsr ppg bci brain-computer-interface

urish / muse-js

brain-computer-interface,Muse 2016 EEG Headset JavaScript Library (using Web Bluetooth)

User: urish

Home Page: https://medium.com/@urish/reactive-brain-waves-af07864bb7d4

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

vlawhern / arl-eegmodels

brain-computer-interface,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

User: vlawhern

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