Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-bci
Curated Collection of BCI resources
https://github.com/NeuroTechX/awesome-bci
- 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
- Brainstorm - source application dedicated to the analysis of brain recordings: MEG, EEG, fNIRS, ECoG, depth electrodes and multiunit electrophysiology.
- BrainBay - and neurofeedback application working with various hardware frameworks including OpenBCI/OpenEEG.
- EventIDE
- NeuroPype - time brain-computer interfacing (BCI), neuroimaging, and neural signal processing, which supports a range of biosignal modalities including EEG, fNIRS, ExG, etc.
- 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.
- EEGLab
- FieldTrip
- BCILab
- BBCI
- ERPLAB
- Psychtoolbox
- Chronux
- Thunder
- Pyff
- Mushu
- Wyrm
- EEGrunt
- Cloudbrain
- MNE-Python
- OpenNFB
- bcikit
- PsychoPy
- BioSPPy
- Timeflux
- EEGsynth
- pyRiemann
- MOABB
- NeuroPrime
- Braindecode
- Brainflow
- EEG-ExPy
- PyBCI
- iOS App Store
- Google Play Store
- Google Play Store
- BrainBox
- BrainBrowser
- Moonlight
- PiEEG
- Blino PiNaps
- IntelliPi
- Lab Streaming Layer
- Open Sound Control
- FieldTrip buffer
- Electroencephalography
- Muse 2016, Muse 2, Muse S
- OpenBCI Ganglion, Cyton, Daisy, Galea
- IDUN Guardian
- Neurable MW75 Neuro
- Neurosity Crown
- BrainBit Headband & Flex
- Emotiv EPOC, Flex, Insight
- Dreem by Beacon Biosignals
- Cognionics
- Elemind
- Melomind
- Neurosky
- FreeEEG32: an open source 32 channel eeg
- EEG-SMT by Olimex
- HackEEG
- icibici
- OpenEEG
- Wearable Sensing Dry Electrode EEG
- g.tec
- EGI High Density EEG
- BioSemi
- ANT Neuro
- Advanced Brain Monitoring
- Brain Products
- Mentalab Explore
- Natus Neuro
- TMSi
- Conscious Labs - EEG Supra Headphones
- Emotiv Flex Gel - saline)
- Florida Research Instruments
- DIY Electrode Design
- TI ADS1299EEG-FE
- Intan Technologies
- IDUN Dryode
- Bio-Medical
- Comparison of different types of electrodes
- Artinis Medical Systems
- CortiVision
- Hitachi Hightech
- NIRx
- Shimadzu
- Kernel Flow - fNIRS
- Foc.us Dev kit: EEG,TDCS,fNIRS,TACS
- Neuroelectrics: EEG,TDCS
- BITalino: EEG,EMG,ECG,EDA
- Emotibit: EDA,PPG,Temperature
- DIY TMS
- Boston Scientific
- Medtronic
- Magstim
- Soterix Medical
- Clarity
- Vielight
- Neuroelectrics
- NeuroPace
- NerveX
- NeuroSigma
- Brainsway
- Functional Ultrasound (FUS)
- FPGA Ultrasound Imaging on a Raspberry Pi
- Event Related Optical Signal
- Event-Related Optical Signal
- Quasi-Ballistic Photons. (The Tech being used by Facebook's BCI)
- Open Electrical Impedance Tomography
- Optically Pumped Magnetometers (OPM) - opm-meg):
- Openwater
- Diffuse optical imaging pt. 1 (wiki)
- Diffuse Optical Imaging pt. 2
- SCCN list of eeg/erp data for free public download
- 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
- RAM (DARPA) Invasive Recording Dataset from U. Penn
- MindBigData MNIST of Brain Digits
- MindBigData ImageNet of The Brain
- meagmohit's List of EEG Datasets
- OpenNeuro
- PhysioNet
- National Sleep Research Resource
- Temple University EEG Corpora
- NeuroTechX Services
- 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/))
- How to Hack Toy EEGs
- BCI Workshop
- Introduction to Modern BCI
- Brain-Controlled Shark Attack
- Controlling a sphero with a muse
- Building a 20 Euro EEG for your smartphone
- Muse File Reader for OpenVibe
- EEG 101: Interactive tutorial for Android and Muse
- Brainwave analyzer
- BCI Course offered by Columbia University
- BCI Course at Berkeley by Pierre of NeuroTechX
- EEG and MRI Course offered by OHBM
- NeuroBB
- OpenBCI Community
- Muse Community
- NeuroSky
- Emotiv
- NeuroTechX Content Lab
- The EEG Newsletter
- Natalie Schaworonkow
- Autodidact
- Strfry
- Fabien Lotte
- Chip Audette EEG Hacker
- Atlants Embedded
- Alexandre Barachant
- Pierre Karashchuk
- Jeremy Frey
- Irene Vigué Guix
- Kaggle Grasp and Lift
- Kaggle Error Detection
- Kaggle Decode the Human Brain
- Kaggle Seizure Prediction
- Kaggle Seizure Detection
- Decoding Brain Signals
- BCI Competition
- BR41N.io BCI Competition
- Brain Drone Competition
- Cybathlon
- **List**: Curated list of events (BCI Society)
- BCI Meeting
- NeuroGaming / XTech
- CHI
- BrainTech
- Brain Summit
- NIPS
- SfN
- g.tec SpringSchool on BCI
- Multiclass Brain-Computer Interface Classification by Riemannian Geometry
- A New Generation of Brain-Computer Interface Based on Riemannian Geometry
- My Virtual Dream: Collective Neurofeedback in an Immersive Art Environment
- BCI Competition IV – Data Set I: Learning Discriminative Patterns for Self-Paced EEG-Based Motor Imagery Detection
- Single-Trial Analysis and Classification of ERP Components – a Tutorial
- Interpretable Deep Neural Networks for Single-Trial EEG Classification
- Large-Scale Assessment of a Fully Automatic Co-Adaptive Motor Imagery-Based Brain Computer Interface
- Word pair classification during imagined speech using direct brain recording
- Brain-Computer Interfaces Review, Nicolelis & Lebedev. 2017
- High-speed spelling with a noninvasive brain–computer interface
- A high-speed brain-computer interface (BCI) using dry EEG electrodes
- Beyond Boundaries (Nicolellis)
- Rhythms of Brain (Buzsaki)
- Cycles in mind (Cohen)
- Principles of Neural Science (Kandel et al)
- The Future of the Mind (Kaku)
- Brain-Computer Interfacing: An Introduction (Rao)
- Brain Computer Interfaces (Wolpaw)
- Analyzing Neural Time Series Data (Cohen)
- Imaging Brain Function with EEG (Freeman & Quiroga)
- Matlab for Neuroscientists
- Biomedical Optics
- iMotions Top 10 EEG Books
- Signals & Systems MIT Class
- lectures
- Signals & Systems (Oppenheim, Willsky, Hamid)
- Discrete-Time Signal Processing (2nd Edition) (Oppenheim, Schafer, Buck)
- Data analysis lecturelets (Mike X Cohen)
- 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
- 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
- Awesome-BCI-Reviews - Curated list of Brain-Computer Interface peer-reviewd published reviews and surveys ordered by year of publication.
Programming Languages
Keywords
eeg
8
python
5
bci
5
neuroscience
4
machine-learning
4
brain-computer-interface
4
android
2
ecg
2
muse
2
biosignals
2
signal-processing
2
emg
2
statistics
2
hermitian-matrices
1
positive-definite-matrices
1
riemannian-geometry
1
symmetric-matrices
1
time-series
1
bci-benchmarks
1
brain
1
covariance-matrix
1
covariance-estimation
1
synthesizer
1
redis
1
fieldtrip
1
physiological-computing
1
data-science
1
openbci
1
data-visualization
1
react-native
1
plotting
1
tensorflow
1
sklearn
1
pytorch
1
python-brain-computer-interface
1
lsl
1
labstreaminglayer
1
human-machine-interface
1
human-computer-interaction
1
hmi
1
visualization
1
neuroimaging
1
meg
1
magnetoencephalography
1
electroencephalography
1
electrocorticography
1
ecog
1
neurotech
1
neurofeedback
1
event-related-potentials
1