BCI-相关资源
- 软件
- - Stand Alone BCI Applications
  - Matlab Toolboxes
  - Python Toolboxes
  - Android Toolboxes
  - Brain Visualizations
  - RaspberryPi Framework
  - Communication Protocols
- 硬件
- - EEG
  - - 消费级设备(Consumer and DIY Devices)
    - 研究级设备(Research Devices)
    - EEG BCI Products
    - EEG Parts
  - NIRS Research Devices
  - Multimodal Neurotech
  - Brain Stimulation
  - Upcoming NeuroImaging Tech
  - Diffused Optical Imaging Ressources.
- Brain Databases
- Consultants For Hire
- Tutorials and Project Ideas
- 社区与博客
- - 社区
  - 博客
- 比赛
- - 数据比赛(Data Competitions)
  - 脑控比赛(Brain Controlled Competitions)
- 会议与事件
- 阅读材料
- - 论文
  - 入门书籍
  - 技术书籍
  - 信号处理
- 其他资源

BCI-相关资源

软件

Stand Alone BCI Applications

These applications do not require any form of dependencies for it to work. Essentially download the program, install it, and you are good to go!

OpenVibe
BCI2000
Brainstorm
BrainBay
EventIDE

Matlab Toolboxes

EEGLab
FieldTrip
BCILab
BBCI
ERPLAB
Psychtoolbox

Python Toolboxes

Thunder
Pyff
Mushu
Wyrm
EEGrunt
Cloudbrain
Python MNE
OpenNFB
bcikit
PsychoPy
BioSPPy
Timeflux

Android Toolboxes

EEG-101
NeuroSky Android SDK

Brain Visualizations

BrainBox
BrainBrowser

RaspberryPi Framework

IntelliPi

Communication Protocols

These are some of the commonly used Communication protocols

Lab Streaming Layer
Open Sound Control

硬件

This section is separated into different sections based on the type of technology.

EEG

Electroencephalography is the most commonly used form of Neurotechnology. There are many options out there meaning that you can easily find a device that matches your needs and price.

消费级设备(Consumer and DIY Devices)

OpenBCI
icibici
Emotiv EPOC & Insight
Emotiv Insight
Neurosky
OpenEEG
EEG-SMT by Olimex
FreeEEG32: an open source 32 channel eeg
Muse

研究级设备(Research Devices)

Wearable Sensing Dry Electrode EEG
g.BCIsys
EGI High Density EEG
Biosemi
ANT Neuro
Advanced Brain Monitoring

EEG BCI Products

These devices use different brain signals for specific use cases (Such as sleeping, controlling a toy, etc).

Muse
Puzzlebox
Aurora
Mattel Mindflex
The Aware (inactive, failed kickstarter)

EEG Parts

Florida Research Instruments
TI ADS1299EEG-FE
DIY Electrode Design
Comparison of different types of electrodes
Intan Technologies

NIRS Research Devices

Artinis Medical Systems
Hitachi Hightech
NIRx
Shimadzu

Multimodal Neurotech

These devices combine different type of sensors to measure or influence brain activity.

Foc.us Dev kit: EEG,TDCS,fNIRS,TACS
Neuroelectrics: EEG,TDCS
BITalino: EEG,EMG,ECG,EDA

Brain Stimulation

DIY TMS

Upcoming NeuroImaging Tech

Functional Ultrasound
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

Diffused Optical Imaging Ressources.

This is the tech being used by Mary Lou Jepken’s company Openwater. She’s aiming to build a portable MRI.

Diffuse optical imaging/ The tech being used by
Diffuse Optical Imaging pt. 2

Brain Databases

SCCN list of eeg/erp data for free public download
EEG studies with the raw data - (from BigEEG Consortium)
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

Consultants For Hire

Push The World

Tutorials and Project Ideas

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
EEG Notebooks: Jupyter notebooks with classic EEG experiments for beginners

社区与博客

社区

NeuroBB
OpenBCI Community
Muse Community
NeuroSky
Emotiv

博客

Autodidact
Strfry
Fabien Lotte
Chip Audette EEG Hacker
Atlants Embedded
Alexandre Barachant
Pierre Karashchuk
Jeremy Frey
Irene Vigué Guix

比赛

数据比赛(Data Competitions)

Kaggle Grasp and Lift
Kaggle Error Detection
Kaggle Decode the Human Brain
Kaggle Seizure Prediction
Kaggle Seizure Detection
Decoding Brain Signals
BCI Competition

脑控比赛(Brain Controlled Competitions)

Brain Drone Competition
Cybathlon

会议与事件

List: Curated list of events (BCI Society)
BCI Meeting
NeuroGaming / XTech(Youtube Videos)
CHI
BrainTech
Brain Summit
NIPS
SfN

阅读材料

论文

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

入门书籍

Beyond Boundaries (Nicolellis)
Rhythms of Brain (Buzsaki)
Cycles in mind (Cohen)
Principles of Neural Science (Kandel et al)
The Future of the Mind (Kaku)

技术书籍

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

信号处理

Signals & Systems MIT Class
Berkeley DSP class lectures, page
Signals & Systems (Oppenheim, Willsky, Hamid)
Discrete-Time Signal Processing (2nd Edition) (Oppenheim, Schafer, Buck)
Data analysis lecturelets (Mike X Cohen)

其他资源

Neuroscience Summer Schools
Neuroscience Duke Course (Coursera)
Brede Wiki
Novel Neurotechnologies Intervening in the Brain
Augment Human Cognitition by optimizing cortical oscillations

内容来源于github,感谢NeuroTechX分享，这里mark仅用于学习.

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