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
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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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