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awesome-bci

Curated Collection of BCI resources
https://github.com/NeuroTechX/awesome-bci

Last synced: 5 days ago
JSON representation

Software
- Stand Alone BCI Applications
- BCI Experiment Design and Analysis
  - BrainBay - and neurofeedback application working with various hardware frameworks including OpenBCI/OpenEEG.
  - EEG-ExPy - Source (FOSS) Python library for EEG & experiment design, recording, and analysis. Maintained by the EEG-ExPy team within NeuroTechX. [CNS2024 Poster](https://bit.ly/m/eeg-expy-cns)
  - OpenViBE - Computer Interfaces, maintained by the OpenViBE Consortium.
  - BCI2000
  - MNE - Python is an open-source Python module for processing, analysis, and visualization of functional neuroimaging data (EEG, MEG, sEEG, ECoG, and fNIRS). The tools suite includes interoperable packages in Python, MATLAB, C++, etc., which operate in GUI, CLI, or API.
  - PsychoPy Builder - source application for creating experiments in neuroscience, psychology, and psychophysics.
  - PsychToolBox - 3) is a free set of Matlab and GNU Octave functions for vision and neuroscience research.
- Matlab Toolboxes
  - EEGLab
  - FieldTrip
  - BCILab
  - ERPLAB
  - Chronux
- Python Toolboxes
  - Python MNE
  - PsychoPy
  - Timeflux
  - Braindecode
  - Brainflow
  - Cloudbrain
  - Cloudbrain
- Brain Visualizations
- Communication Protocols
  - Open Sound Control
  - FieldTrip buffer
- Mobile Apps
  - iOS App Store
- RaspberryPi Framework
  - PiEEG
  - Blino PiNaps
Hardware
- EEG
- NIRS Research Devices
- Multimodal Neurotech
- Brain Stimulation
  - DIY TMS
  - Boston Scientific
  - Magstim
  - Soterix Medical
  - Clarity
  - Vielight
  - NeuroPace
  - NerveX
  - NeuroSigma
  - Brainsway
  - Medtronic
- Upcoming NeuroImaging Tech
- NIRS
  - CortiVision
  - Kernel Flow - fNIRS
Brain Databases
- Diffused Optical Imaging Resources.
  - SCCN list of eeg/erp data for free public download
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - RAM (DARPA) Invasive Recording Dataset from U. Penn
  - MindBigData MNIST of Brain Digits
  - MindBigData ImageNet of The Brain
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
- Upcoming NeuroImaging Tech
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - BNCI Horizon Data Sets
  - g.tec biosignal Data Sets
  - The Child Mind Institute MIPDB Dataset
  - OpenNeuro
  - PhysioNet
  - National Sleep Research Resource
  - Temple University EEG Corpora
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
  - EEG studies with the raw data - [(from BigEEG Consortium)](http://www.bigeeg.org/)
Consultants For Hire
- Diffused Optical Imaging Resources.
- Upcoming NeuroImaging Tech
  - NeuroTechX Services
Tutorials and Project Ideas
- Diffused Optical Imaging Resources.
- Upcoming NeuroImaging Tech
  - Brain-Controlled Shark Attack
  - Muse File Reader for OpenVibe
  - Building a 20 Euro EEG for your smartphone
  - EEGEdu - based live Tutorial on EEG and BCI, from basic to advanced. Maintained by the Mathewsons ([Ky](https://sites.psych.ualberta.ca/kylemathewson/)[Kor](https://korymathewson.com/)[Key](https://www.linkedin.com/in/keyfer/))
  - Brainwave analyzer
  - BCI Course offered by Columbia University
Communities and Blogs
- Forums
- Blogs
Competitions
- Data Competitions
- Brain Controlled Competitions
Conferences and Events
- Brain Controlled Competitions
Reading Material
Other Resources
- Signal Processing
  - Neuroscience Summer Schools
  - Neuroscience Duke Course (Coursera)
  - Brede Wiki
  - Novel Neurotechnologies Intervening in the Brain
  - Augment Human Cognition by optimizing cortical oscillations
  - Open Neuroscience - a user-driven database of Open Source/Science projects related to Neurosciences
  - Novel Neurotechnologies Intervening in the Brain
  - Open Neuroscience - a user-driven database of Open Source/Science projects related to Neurosciences
Schools & Summer Courses
- Signal Processing
  - NeuroTech MicroCredentials Course - on courses on Neurotechnology, offered by NeuroTechX and Queens University.
  - Neuromatch Academy (NMA) Summer Schools - driven set of summer schools in computational sciences
  - Sinxpress summer schools
  - Brainhack - driven, online, and in-person school for neurotech enthusiasts, happening in many cities around you!
  - List maintained by N. Schwar
  - List maintained by N. Biswas

Programming Languages

HTML 1 AGS Script 1 Python 1

Categories

Hardware 73 Brain Databases 61 Software 30 Reading Material 30 Communities and Blogs 18 Competitions 11 Tutorials and Project Ideas 10 Conferences and Events 10 Other Resources 8 Schools & Summer Courses 6 Consultants For Hire 4

Sub Categories

Diffused Optical Imaging Resources. 52 EEG 42 Upcoming NeuroImaging Tech 33 Signal Processing 20 Brain Controlled Competitions 13 Blogs 12 Papers 11 Brain Stimulation 11 Data Competitions 8 Python Toolboxes 7 Technical Books 7 BCI Experiment Design and Analysis 7 Introductory Books 6 Forums 6 Matlab Toolboxes 5 Multimodal Neurotech 4 NIRS Research Devices 4 Brain Visualizations 3 Stand Alone BCI Applications 3 Communication Protocols 2 RaspberryPi Framework 2 NIRS 2 Mobile Apps 1