收藏 | 脑电、脑机接口(BCI)等数据集、书籍、信号处理等相关资源汇总

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 http://openvibe.inria.fr/
• BCI2000 http://www.schalklab.org/research/bci2000
• Brainstorm http://neuroimage.usc.edu/brainstorm/
• BrainBay http://www.shifz.org/brainbay/
• EventIDE http://okazolab.com/

Matlab Toolboxes

• EEGLab http://sccn.ucsd.edu/eeglab/
• FieldTrip http://www.fieldtriptoolbox.org/
• BCILab http://sccn.ucsd.edu/wiki/BCILAB
• BBCI https://github.com/bbci/bbci_public
• ERPLAB http://erpinfo.org/erplab
• Psychtoolbox http://psychtoolbox.org

Python Toolboxes

• Thunder https://github.com/thunder-project/thunder
• Pyff https://github.com/bbci/pyff
• Mushu https://github.com/bbci/mushu
• Wyrm https://github.com/bbci/wyrm
• EEGrunt https://github.com/curiositry/EEGrunt
• Cloudbrain http://getcloudbrain.com/
• Python MNE http://martinos.org/mne/stable/index.html
• OpenNFB https://github.com/strfry/OpenNFB
• bcikit https://github.com/octopicorn/bcikit
• PsychoPy http://www.psychopy.org/
• BioSPPy https://github.com/PIA-Group/BioSPPy
• Timeflux https://timeflux.io

Android Toolboxes

• EEG-101 https://github.com/NeuroTechX/eeg-101
• NeuroSky Android SDK https://github.com/pwittchen/neurosky-android-sdk

Brain Visualizations

• BrainBox http://brainbox.pasteur.fr/
• BrainBrowser https://brainbrowser.cbrain.mcgill.ca/

RaspberryPi Framework

• IntelliPi https://github.com/AtlantsEmbedded/IntelliPi

Communication Protocols

These are some of the commonly used Communication protocols

• Lab Streaming Layer https://github.com/sccn/labstreaminglayer
• Open Sound Control http://www.opensoundcontrol.org/

硬件

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

EEG

Electroencephalography https://en.wikipedia.org/wiki/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 http://openbci.com
• icibici https://icibici.github.io/site/
• Emotiv EPOC https://emotiv.com/epoc.php & Insight https://emotiv.com/insight.php
• Emotiv Insight https://www.emotiv.com/insight/
• Neurosky http://neurosky.com/
• OpenEEG http://openeeg.sourceforge.net/doc/
• EEG-SMT by Olimex https://bakerdh.wordpress.com/2013/01/31/a-first-look-at-the-olimex-eeg-smt/
• FreeEEG32: an open source 32 channel eeg https://hackaday.io/project/20618-freeeeg32-32-channels-electroencephalography
• Muse https://choosemuse.com/

研究级设备(Research Devices

• Wearable Sensing Dry Electrode EEG http://www.wearablesensing.com
• g.BCIsys http://www.gtec.at/Products/Complete-Solutions/g.BCIsys-Specs-Features
• EGI High Density EEG https://www.egi.com/
• Biosemi http://www.biosemi.com/
• ANT Neuro https://www.ant-neuro.com
• Advanced Brain Monitoring http://www.advancedbrainmonitoring.com

EEG BCI Products

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

• Muse http://www.choosemuse.com/
• Puzzlebox https://github.com/PuzzleboxIO
• Aurora https://sleepwithaurora.com
• Mattel Mindflex https://en.wikipedia.org/wiki/Mindflex
• ~~ The Aware https://www.kickstarter.com/projects/efitaware/the-aware-kickstart-the-hearable-revolution/ ~~ (inactive, failed kickstarter

EEG部分

• Florida Research Instruments http://fri-fl-shop.com/
• TI ADS1299EEG-FE http://www.ti.com/tool/ads1299eegfe-pdk
• DIY Electrode Design https://oshpark.com/shared_projects/h2i1xBaW
• Comparison of different types of electrodes http://www.sciencedirect.com/science/article/pii/S1388245704003906
• Intan Technologies http://intantech.com

NIRS Research Devices

• Artinis Medical Systems http://www.artinis.com/
• Hitachi Hightech http://www.hitachi-hightech.com/global/product_list/?ld=iis1&md=iis1-6
• NIRx http://nirx.net/
• Shimadzu http://www.ssi.shimadzu.com/products/productgroup.cfm?subcatlink=tissueimaging

Multimodal Neurotech

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

• Foc.us Dev kit: EEG,TDCS,fNIRS,TACS https://world.foc.us/eeg
• Neuroelectrics: EEG,TDCS http://www.neuroelectrics.com/
• BITalino: EEG,EMG,ECG,EDA http://www.bitalino.com/

Brain Stimulation

• DIY TMS https://www.instructables.com/id/Transcranial-Magnetic-Stimulation-TMS-Device/

Upcoming NeuroImaging Tech

• Functional Ultrasound http://fultrasound.eu/
• FPGA Ultrasound Imaging on a Raspberry Pi http://un0rick.cc/FPGA-Rpi
• Event Related Optical Signal https://en.wikipedia.org/wiki/Event-related_optical_signal
• Event-Related Optical Signal https://www.researchgate.net/publication/223360817_Shedding_light_on_brain_function_The_event-related_optical_signal
• Quasi-Ballistic Photons. (The Tech being used by Facebook's BCI https://arxiv.org/pdf/cond-mat/9906188.pdf
• Open Electrical Impedance Tomography https://github.com/OpenEIT/EIT_PCB

Diffused Optical Imaging Ressources.

This is the tech being used by Mary Lou Jepken's company Openwater https://www.opnwatr.io/ . She's aiming to build a portable MRI.

• Diffuse optical imaging/ The tech being used by https://en.wikipedia.org/wiki/Diffuse_optical_imaging
• Diffuse Optical Imaging pt. 2 https://drive.google.com/file/d/0B-G2rraXdWRlenk2U0QzbW9PdkU/view?usp=sharing

Brain Databases

• SCCN list of eeg/erp data for free public download http://sccn.ucsd.edu/~arno/fam2data/publicly_available_EEG_data.html
• EEG studies with the raw data http://www.studycatalog.org/ - (from BigEEG Consortium http://www.bigeeg.org/
• BNCI Horizon Data Sets http://bnci-horizon-2020.eu/database/data-sets
• g.tec biosignal Data Sets http://www.gtec.at/Research/Biosignal-Data-Sets/content/Biosignal-Data-Sets
• The Child Mind Institute MIPDB Dataset http://fcon_1000.projects.nitrc.org/indi/cmi_eeg/
• RAM (DARPA Invasive Recording Dataset from U. Penn http://memory.psych.upenn.edu/RAM
• MindBigData MNIST of Brain Digits http://mindbigdata.com/opendb/index.html
• MindBigData ImageNet of The Brain http://www.mindbigdata.com/opendb/imagenet.html
• meagmohit's List of EEG Datasets https://github.com/meagmohit/EEG-Datasets

Consultants For Hire

• Push The World www.pushtheworld.us

Tutorials and Project Ideas

• How to Hack Toy EEGs http://www.frontiernerds.com/brain-hack
• BCI Workshop https://github.com/bcimontreal/bci_workshop/blob/master/INSTRUCTIONS.md
• Introduction to Modern BCI http://sccn.ucsd.edu/wiki/Introduction_To_Modern_Brain-Computer_Interface_Design
• Brain-Controlled Shark Attack http://eeghacker.blogspot.com/2015/03/brain-controlled-shark-attack.html
• Controlling a sphero with a muse https://github.com/neuralcubes/musephero
• Building a 20 Euro EEG for your smartphone https://jmanart.github.io/smartphone-bci-hardware/
• Muse File Reader for OpenVibe http://openvibe.inria.fr/forum/viewtopic.php?f=3&t=9668
• EEG 101: Interactive tutorial for Android and Muse https://github.com/NeuroTechX/eeg-101
• Brainwave analyzer https://github.com/katie356/BrainwaveAnalyzer/tree/master/web-edition
• BCI Course offered by Columbia University http://naplab.ee.columbia.edu/bcilab.html
• BCI Course at Berkeley by Pierre of NeuroTechX https://github.com/NeurotechBerkeley/bci-course
• EEG and MRI Course offered by OHBM https://www.humanbrainmapping.org/m/pages.cfm?pageID=3814
• EEG Notebooks: Jupyter notebooks with classic EEG experiments for beginners https://github.com/NeuroTechX/eeg-notebooks

社区与博客

社区

• NeuroBB https://neurobb.com/
• OpenBCI Community http://openbci.com/community/
• Muse Community http://forum.choosemuse.com/
• NeuroSky http://support.neurosky.com/discussions
• Emotiv https://www.emotiv.com/forums/

博客

• Autodidact http://www.autodidacts.io/
• Strfry http://strfry.org/blog/
• Fabien Lotte https://sites.google.com/site/fabienlotte/code-and-softwares
• Chip Audette EEG Hacker http://eeghacker.blogspot.ca/
• Atlants Embedded http://www.atlantsembedded.com/blog
• Alexandre Barachant http://alexandre.barachant.org/
• Pierre Karashchuk http://lambdaloop.com/
• Jeremy Frey http://phd.jfrey.info/
• Irene Vigué Guix http://www.irenevigueguix.com

比赛

数据比赛(Data Competitions

• Kaggle Grasp and Lift https://www.kaggle.com/c/grasp-and-lift-eeg-detection
• Kaggle Error Detection https://www.kaggle.com/c/inria-bci-challenge
• Kaggle Decode the Human Brain https://www.kaggle.com/c/decoding-the-human-brain
• Kaggle Seizure Prediction https://www.kaggle.com/c/seizure-prediction
• Kaggle Seizure Detection https://www.kaggle.com/c/seizure-detection
• Decoding Brain Signals https://gallery.cortanaintelligence.com/Competition/Decoding-Brain-Signals-2
• BCI Competition http://www.bbci.de/competition/iv/

脑控比赛(Brain Controlled Competitions

• Brain Drone Competition http://braindronerace.com/
• Cybathlon http://www.cybathlon.ethz.ch/

会议与事件

• List: Curated list of events (BCI Society http://bcisociety.org/events/
• BCI Meeting http://bcisociety.org/meetings/bci-meeting-2016-welcome/
• NeuroGaming / XTech http://www.neurogamingconf.com/ (Youtube Videos https://www.youtube.com/user/NeuroGamingCon/videos
• CHI https://chi2016.acm.org/wp/
• BrainTech http://conference.israelbrain.org/
• Brain Summit http://brainsummit.com/
• NIPS https://nips.cc/
• SfN http://www.sfn.org/

阅读材料

论文

• MultiClass Brain-Computer INterface Classification by Riemannian Geometry https://www.researchgate.net/publication/51727880_Multiclass_Brain-Computer_Interface_Classification_by_Riemannian_Geometry
• A New Generation of Brain-Computer Interface Based on Riemannian Geometry https://www.researchgate.net/publication/258144410_A_New_Generation_of_Brain-Computer_Interface_Based_on_Riemannian_Geometry
• My Virtual Dream: Collective Neurofeedback in an Immersive Art Environment http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0130129
• BCI Competition IV – Data Set I: Learning Discriminative Patterns for Self-Paced EEG-Based Motor Imagery Detection http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3272647/
• Single-Trial Analysis and Classification of ERP Components – a Tutorial http://doc.ml.tu-berlin.de/bbci/publications/BlaLemTreHauMue10.pdf
• Interpretable Deep Neural Networks for Single-Trial EEG Classification https://www.researchgate.net/publication/301817936_Interpretable_Deep_Neural_Networks_for_Single-Trial_EEG_Classification
• Large-Scale Assessment of a Fully Automatic Co-Adaptive Motor Imagery-Based Brain Computer Interface http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0148886
• Word pair classification during imagined speech using direct brain recording http://knightlab.berkeley.edu/statics/publications/2016/10/03/srep25803.pdf
• Brain-Computer Interfaces Review, Nicolelis & Lebedev. 2017 https://www.ncbi.nlm.nih.gov/pubmed/28275048
• High-speed spelling with a noninvasive brain–computer interface http://www.pnas.org/content/112/44/E6058.abstract
• A high-speed brain-computer interface (BCI using dry EEG electrodes http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0172400

入门书籍

• Beyond Boundaries (Nicolellis http://www.amazon.com/Beyond-Boundaries-Neuroscience-Connecting-Machines/dp/1250002613
• Rhythms of Brain (Buzsaki http://www.amazon.com/Rhythms-Brain-Gyorgy-Buzsaki/dp/0199828237
• Cycles in mind (Cohen http://www.amazon.com/Cycles-mind-rhythms-control-perception-ebook/dp/B013ZI5AIA
• Principles of Neural Science (Kandel et al http://www.amazon.com/Principles-Neural-Science-Eric-Kandel/dp/0838577016
• The Future of the Mind (Kaku http://www.amazon.com/The-Future-Mind-Scientific-Understand/dp/038553082X

技术书籍

• Brain-Computer Interfacing: An Introduction (Rao http://www.amazon.com/Brain-Computer-Interfacing-Introduction-Rajesh-Rao/dp/0521769418
• Brain Computer Interfaces (Wolpaw http://www.amazon.com/Brain-Computer-Interfaces-Principles-Jonathan-Wolpaw/dp/0195388852
• Analyzing Neural Time Series Data (Cohen https://mitpress.mit.edu/books/analyzing-neural-time-series-data
• Imaging Brain Function with EEG (Freeman & Quiroga http://www.springer.com/us/book/9781461449836
• Matlab for Neuroscientists http://www.amazon.com/MATLAB-Neuroscientists-Introduction-Scientific-Computing/dp/0123745519
• Biomedical Optics https://books.google.ca/books?id=EJeQ0hAB76gC&pg=PR3&redir_esc=y#v=onepage&q&f=false
• iMotions Top 10 EEG Books https://imotions.com/blog/eeg-books/

信号处理

• Signals & Systems MIT Class http://ocw.mit.edu/resources/res-6-007-signals-and-systems-spring-2011/
• Berkeley DSP class lectures https://www.youtube.com/watch?v=6_-ljdxjwac&list=PL-XXv-cvA_iCUQkarn2fxB3NggnPF_dob , page https://inst.eecs.berkeley.edu/~ee123/sp15/
• Signals & Systems (Oppenheim, Willsky, Hamid http://www.amazon.com/Signals-Systems-Edition-Alan-Oppenheim/dp/0138147574
• Discrete-Time Signal Processing (2nd Edition (Oppenheim, Schafer, Buck http://www.amazon.com/Discrete-Time-Signal-Processing-Edition-Prentice-Hall/dp/0137549202
• Data analysis lecturelets (Mike X Cohen http://www.mikexcohen.com/lectures.html

其他资源

• Neuroscience Summer Schools https://github.com/PhABC/neuroSummerSchools/blob/master/README.md
• Neuroscience Duke Course (Coursera https://www.coursera.org/learn/medical-neuroscience
• Brede Wiki http://neuro.compute.dtu.dk/wiki/Main_Page
• Novel Neurotechnologies Intervening in the Brain https://nuffieldbioethics.org/wp-content/uploads/2013/06/Novel_neurotechnologies_report_PDF_web_0.pdf
• Augment Human Cognitition by optimizing cortical oscillations https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4072086/

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