brain-computer-interface | Topic

Topic: "brain-computer-interface"

brainflow-dev/brainflow

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

Language: C++ - Size: 158 MB - Last synced at: 7 days ago - Pushed at: 17 days ago - Stars: 1,454 - Forks: 355

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

Language: Python - Size: 71.3 KB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 936 - Forks: 274

NeuroTechX/moabb

Mother of All BCI Benchmarks

Language: Python - Size: 119 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 807 - Forks: 206

pyRiemann/pyRiemann

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

Language: Python - Size: 1.4 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 685 - Forks: 172

Sentdex/BCI

Brain-Computer interface stuff

Language: Python - Size: 11.5 MB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 313 - Forks: 73

urish/muse-js

Muse 2016 EEG Headset JavaScript Library (using Web Bluetooth)

Language: TypeScript - Size: 896 KB - Last synced at: 15 days ago - Pushed at: 10 months ago - Stars: 294 - Forks: 80

snailpt/CTNet

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

Language: Jupyter Notebook - Size: 2.65 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 293 - Forks: 7

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

Language: Jupyter Notebook - Size: 169 KB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 221 - Forks: 61

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

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

Language: Python - Size: 56.6 KB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 220 - Forks: 48

timeflux/timeflux

The programming interface for your body and mind

Language: Python - Size: 656 KB - Last synced at: 13 days ago - Pushed at: 8 months ago - Stars: 175 - Forks: 27

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

Language: Python - Size: 1000 MB - Last synced at: 9 days ago - Pushed at: about 3 years ago - Stars: 167 - Forks: 18

MikeWangWZHL/EEG-To-Text 📦

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

Language: Python - Size: 9.91 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 143 - Forks: 32

RonanB96/Low-Cost-EEG-Based-BCI

Low Cost Electroencephalogram Based Brain-Computer-Interface

Language: C - Size: 13.4 MB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 142 - Forks: 33

CAMBI-tech/BciPy

Python Brain-Computer Interface Software

Language: Python - Size: 399 MB - Last synced at: 1 day ago - Pushed at: 2 days ago - Stars: 135 - Forks: 36

NTX-McGill/NeuroTechX-McGill-2019

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

Language: Python - Size: 319 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 94 - Forks: 26

mickcrosse/mTRF-Toolbox

A MATLAB package for modelling multivariate stimulus-response data

Language: MATLAB - Size: 66.8 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 91 - Forks: 31

IoBT-VISTEC/MIN2Net

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

Language: Python - Size: 19.4 MB - Last synced at: 23 days ago - Pushed at: about 2 months ago - Stars: 91 - Forks: 25

atonkamanda/awesome-ai-brain-computer-interface

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

Size: 109 KB - Last synced at: 12 days ago - Pushed at: 9 months ago - Stars: 90 - Forks: 4

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

Language: Python - Size: 928 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 68 - Forks: 18

rameerez/brain-computer-interfacing

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

Language: Jupyter Notebook - Size: 1.44 GB - Last synced at: 7 months ago - Pushed at: about 5 years ago - Stars: 65 - Forks: 18

wzhlearning/fNIRS-Transformer

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

Language: Python - Size: 150 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 63 - Forks: 3

pwittchen/neurosky-android-sdk

Android SDK for the NeuroSky MindWave Mobile Brainwave Sensing Headset

Language: Java - Size: 574 KB - Last synced at: 9 days ago - Pushed at: over 4 years ago - Stars: 57 - Forks: 18

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."

Language: MATLAB - Size: 3.65 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 54 - Forks: 24

CerebusOSS/CereLink

Blackrock Microsystems Cerebus Link for Neural Signal Processing

Language: C++ - Size: 2.89 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 53 - Forks: 23

okbalefthanded/bci_toolbox

Classification toolbox for ERP and SSVEP based BCI data

Language: MATLAB - Size: 6.99 MB - Last synced at: about 1 month ago - Pushed at: about 4 years ago - Stars: 53 - Forks: 27

lkorczowski/BCI-2021-Riemannian-Geometry-workshop

Riemannian Geometry workshop at vBCI Meeting 2021

Language: Jupyter Notebook - Size: 50 MB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 51 - Forks: 9

Mentalab-hub/explorepy

Python API for Mentalab biosignal aquisition devices

Language: Python - Size: 9.34 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 49 - Forks: 21

junjunjd/rustymind

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

Language: Rust - Size: 776 KB - Last synced at: 5 days ago - Pushed at: over 3 years ago - Stars: 49 - Forks: 6

zubara/mneflow

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

Language: Python - Size: 14.8 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 44 - Forks: 12

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

Language: Jupyter Notebook - Size: 290 KB - Last synced at: 28 days ago - Pushed at: over 6 years ago - Stars: 44 - Forks: 10

Xemin0/ReadingEmbedding

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

Language: Jupyter Notebook - Size: 1.82 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 43 - Forks: 6

jinglescode/ssvep-multi-task-learning

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.

Language: Python - Size: 6.75 MB - Last synced at: 3 months ago - Pushed at: almost 3 years ago - Stars: 36 - Forks: 4

Metaverse-Crowdsource/Complete-Neural-Signal-Analysis

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

Language: Jupyter Notebook - Size: 1.51 GB - Last synced at: 5 days ago - Pushed at: 12 months ago - Stars: 34 - Forks: 8

High-East/BCI-ToolBox

Deep Learning pipeline for motor-imagery classification.

Language: Python - Size: 32.2 KB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 34 - Forks: 7

shyammarjit/EEG-Emotion-Recognition

EEG-Based Emotion Recognition

Language: Jupyter Notebook - Size: 3.95 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 31 - Forks: 9

jtcostello/bcisimulator

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

Language: Python - Size: 45.3 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 30 - Forks: 2

axopy/axopy

A Python Library for Implementing Human-Computer Interface Experiments

Language: Python - Size: 643 KB - Last synced at: 5 days ago - Pushed at: about 2 years ago - Stars: 30 - Forks: 12

FBen3/awesome-BCIss

List of summer schools to study brain-computer interfaces, neurotechnology & related fields worldwide

Size: 46.9 KB - Last synced at: 9 days ago - Pushed at: 4 months ago - Stars: 27 - Forks: 1

orvindemsy/BCICIV2a-FBCSP

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

Language: Jupyter Notebook - Size: 554 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 27 - Forks: 7

Irautak/FingerFlex

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

Language: Jupyter Notebook - Size: 1.17 MB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 26 - Forks: 8

Marco-Congedo/PosDefManifoldML.jl

A Julia Package for Machine Learning on the Manifold of Positive Definite Matrices

Language: Julia - Size: 3.03 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 25 - Forks: 4

MKnierim/openbci-ceegrids

Documentation for Reproducing & Using the OpenBCI cEEGrid Adapter

Language: Python - Size: 98.3 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 25 - Forks: 8

LMBooth/pybci

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

Language: Python - Size: 3.58 MB - Last synced at: 5 days ago - Pushed at: 16 days ago - Stars: 24 - Forks: 4

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

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

Language: Python - Size: 16.6 KB - Last synced at: over 2 years ago - Pushed at: almost 6 years ago - Stars: 24 - Forks: 10

yaxan/EEG-gaming-and-speech

EEG Brain-Computer Interface to play Flappy Bird and use SSVEP to communicate

Language: Python - Size: 5.13 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 23 - Forks: 3

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

Language: Python - Size: 63.5 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 22 - Forks: 2

0xallam/Brain-EEG-Emotion-Classifier

Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.

Language: Jupyter Notebook - Size: 42.4 MB - Last synced at: 4 months ago - Pushed at: almost 2 years ago - Stars: 19 - Forks: 0

jinglescode/torchsignal

Data manipulation and transformation for signal processing, powered by PyTorch

Language: Python - Size: 813 KB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 19 - Forks: 2

Elata-Biosciences/elata-vsm-system-4

AI-powered intelligence platform aggregating breakthroughs in neuroscience, computational psychiatry, and mental health research. Built with Next.js, ChatGPT API, and TypeScript.

Language: TypeScript - Size: 547 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 18 - Forks: 2

kebab-mai-haddi/eeg_simulator

An EEG Simmulator for Computational NeuroScience

Language: Python - Size: 5.23 MB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 18 - Forks: 4

High-East/Attention-based-spatio-temporal-spectral-feature-learning-for-subject-specific-EEG-classification

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

Language: Python - Size: 1.04 MB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 17 - Forks: 0

WILLSNIU186/EEG-Online-Experiment-GUI

EEG online experiment GUI

Language: Python - Size: 229 MB - Last synced at: 3 months ago - Pushed at: about 2 years ago - Stars: 16 - Forks: 10

Wenlab/freeBrain

🧠 freeBrain provides real-time solutions for monitoring, manipulating, and modelling brain activity in a freely behaving animal. 🪱

Size: 2.93 KB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 16 - Forks: 0

rkobler/eyeartifactcorrection

Eye movement and blink-related EEG and MEG artifact correction algorithms

Language: MATLAB - Size: 36.4 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 16 - Forks: 6

mauricio-ms/motor-imagery

Project to test the accuracy of multiple algorithms published in articles to the EEG binary motor imagery problem

Language: Jupyter Notebook - Size: 3.77 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 16 - Forks: 7

icibici/Android-diagnostic-app

Language: Java - Size: 152 KB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 16 - Forks: 7

pedromargolles/pyDecNef

A complete Python framework to perform real-time fMRI decoded neurofeedback experiments

Language: Python - Size: 305 MB - Last synced at: 6 months ago - Pushed at: almost 3 years ago - Stars: 15 - Forks: 3

RPG-Research/bcirpg

Brain-Computer Interface Controlled Electronic Role-playing Game development efforts by the 100% volunteer RPG Research community at https://www.rpgresearch.com.

Language: GDScript - Size: 186 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 14 - Forks: 9

martinwimpff/channel-attention

Language: Python - Size: 254 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 14 - Forks: 0

EsiSeraj/EEG-PhaseFreq-Analysis

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

Language: Matlab - Size: 1.85 MB - Last synced at: over 2 years ago - Pushed at: about 7 years ago - Stars: 14 - Forks: 10

DevJake/EEG-diffusion-pytorch Fork of lucidrains/denoising-diffusion-pytorch

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

Language: Jupyter Notebook - Size: 2.78 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 13 - Forks: 2

faheemersh/Senior_Design_Dry_EEG_BCI

Senior Design Project at UH

Size: 564 MB - Last synced at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 13 - Forks: 1

czh513/EEG-Inherent-Fuzzy-Entropy

EEG Signal Processing - Entropy

Language: MATLAB - Size: 884 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 13 - Forks: 5

AnilOsmanTur/Brain-Computer-Interface-with-Neurosky

Brain Computer Interface (BCI) with Neurosky Mindwave Mobile 2 that enables anyone to use computer, mobilephone etc. with his/her thoughts.

Language: Python - Size: 19.1 MB - Last synced at: about 2 years ago - Pushed at: almost 6 years ago - Stars: 13 - Forks: 10

BRomans/OpenCortexBCI

OpenCortex is a fully-featured EEG streamer for BCI applications

Language: Jupyter Notebook - Size: 25.9 MB - Last synced at: 17 days ago - Pushed at: 18 days ago - Stars: 12 - Forks: 1

Arda-Computer/Arda

Arda is the productivity tool that brings the utility of a workstation with the portability of a laptop.

Language: C# - Size: 264 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 12 - Forks: 4

jerife/MLOps-on-kubernetes

MLOps Implementing "Brain Computer Interface" on Kubernetes

Language: Python - Size: 52.7 KB - Last synced at: 7 months ago - Pushed at: almost 3 years ago - Stars: 12 - Forks: 2

jinglescode/papers

Summaries of machine learning papers

Size: 6.45 MB - Last synced at: 4 months ago - Pushed at: almost 3 years ago - Stars: 12 - Forks: 0

anushmutyala/EmotivateHackathonEmotionP300

A novel BCI-based messaging web application that uses P300 speller and emotion detection to bridge the gap in social media accessibility for the disabled.

Language: JavaScript - Size: 1.75 MB - Last synced at: 3 months ago - Pushed at: almost 4 years ago - Stars: 12 - Forks: 2

mesca/turnkey-bci

Towards Turnkey Brain-Computer Interfaces

Language: HTML - Size: 1.77 MB - Last synced at: about 1 year ago - Pushed at: almost 8 years ago - Stars: 12 - Forks: 2

dilmerv/NextMindDemos

VR NextMind Unity demos taught in YouTube

Language: C# - Size: 46.9 MB - Last synced at: 4 months ago - Pushed at: almost 4 years ago - Stars: 11 - Forks: 2

aaravindravi/PythonBox_OpenViBE_SSVEP_CCA

SSVEP Brain Computer Interface - Example code for real-time detection of SSVEP using the Canonical Correlation Analysis (CCA) code in real-time. Implemented using OpenViBE and Python

Language: Python - Size: 7.81 KB - Last synced at: over 2 years ago - Pushed at: about 6 years ago - Stars: 11 - Forks: 0

snesmaeili/PyZapline_plus

PyZaplinePlus is a Python adaptation of the Zapline-plus library, designed to automatically remove spectral peaks like line noise from EEG data while preserving the integrity of the non-noise spectrum and maintaining the data rank.

Language: Python - Size: 27.3 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 10 - Forks: 1

rishannp/Motor-Imagery---Graph-Attention-Network

This is works in attempt to develop novel, state-of-the-art models for decoding EEG MI data from patient datasets. Specifically using GAT, highlighting their potential advantages.

Language: Python - Size: 5.56 MB - Last synced at: 16 days ago - Pushed at: 3 months ago - Stars: 10 - Forks: 2

mindaffect/unitymindaffectBCI

unity SDK for the MindAffect Brain Computer Interface

Language: C# - Size: 109 MB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 10 - Forks: 5

EsiSeraj/ERP_Connectivity_EMG_Analysis

Essential Motor Cortex Signal Processing MATLAB Toolbox which implements various methods for three major aspects of investigating human motor cortex from Neuroscience view point: (1) ERP estimation and quantification, (2) Cortical Functional Connectivity analysis and (3) EMG quantification

Language: MATLAB - Size: 2.14 MB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 10 - Forks: 5