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BCI-相關(guān)資源

軟件

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.

消費級設(shè)備(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/

研究級設(shè)備(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

社區(qū)與博客

社區(qū)

• 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

比賽

數(shù)據(jù)比賽(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/

腦控比賽(Brain Controlled Competitions

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

會議與事件

• 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/

閱讀材料

論文

• 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

入門書籍

• 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

技術(shù)書籍

• 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/

信號處理

• 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

其他資源

• 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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