一文查找EEG相关网址资源（包含软硬件）

<p style="text-indent:0px"><span style="font-size:14px">大家好，我是陈锐。
</span></p><p style="text-indent:0px">
</p><p style="text-indent:0px"><span style="font-size:14px">今天分享内容来源网络整理，内容仅供参考学习分享参考。</span></p><p><span style="font-size:14px"><span style="font-size:14px">本文来源：</span><span style="font-size:14px">https://github.com/NeuroTechX/awesome-bci</span></span></p><p><span><span><span>目录</span></span></span></p><p><span>1.<span></span></span><span><span><span>软件</span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">独立 BCI 应用程序</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">Matlab 工具箱</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">Python 工具箱</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">安卓工具箱</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">大脑可视化</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">树莓派框架</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">通信协议</span></span></span><span><span><span></span></span></span></p><p><span>2.<span></span></span><span><span><span>硬件</span></span></span></p><p><span>–<span></span></span><span><span><span>脑电图</span></span></span></p><p><span>•<span></span></span><span><span><span style="font-size:12.0pt">消费和 DIY 脑电图设备</span></span></span><span><span><span></span></span></span></p><p><span>•<span></span></span><span><span><span style="font-size:12.0pt">研究脑电图设备</span></span></span><span><span><span></span></span></span></p><p><span>•<span></span></span><span><span><span style="font-size:12.0pt">BCI 产品</span></span></span><span><span><span></span></span></span></p><p><span>•<span></span></span><span><span><span style="font-size:12.0pt">脑电图配件</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">NIRS 设备</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">多模态神经技术</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">未来的神经影像技术</span></span></span><span><span><span></span></span></span></p><p><span>3.<span></span></span><span><span><span style="font-size:12.0pt">大脑数据库</span></span></span><span><span><span></span></span></span></p><p><span>4.<span></span></span><span><span><span style="font-size:12.0pt">教程和项目</span></span></span><span><span><span></span></span></span></p><p><span>5.<span></span></span><span><span><span>比赛</span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">数据竞赛</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">脑控比赛</span></span></span><span><span><span></span></span></span></p><p><span>6.<span></span></span><span><span><span style="font-size:12.0pt">会议和活动</span></span></span><span><span><span></span></span></span></p><p><span>7.<span></span></span><span><span><span>阅读材料</span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">文件</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">入门书籍</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">技术书籍</span></span></span><span><span><span></span></span></span></p><p><span>–<span></span></span><span><span><span style="font-size:12.0pt">信号处理</span></span></span><span><span><span></span></span></span></p><p><span>8.<span></span></span><span><span><span style="font-size:12.0pt">其它资源</span></span></span><span><span><span></span></span></span></p><p><span></span><span><span><span>软件</span></span></span></p><p><span><span><span><span>独立 BCI 应用程序</span></span></span></span></p><p><span><span><span><span>这些应用程序不需要其它形式的依赖即可工作。基本上下载程序，安装它，你就可以开始了！</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Openvibe：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://openvibe.inria.fr/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>BCI2000：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.schalklab.org/research/bci2000</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Brainstorm:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://neuroimage.usc.edu/brainstorm/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>BrainBay:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.shifz.org/brainbay/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>EventIDE:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://okazolab.com/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>Matlab 工具箱</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>EEGLAB:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://sccn.ucsd.edu/eeglab/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>FieldTrip:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.fieldtriptoolbox.org/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>BCILab:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://sccn.ucsd.edu/wiki/BCILAB</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>BBCI:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/bbci/bbci_public</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>ERPLAB:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://erpinfo.org/erplab</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Psychtoolbox:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://psychtoolbox.org/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Chronux:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://chronux.org/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>Python 工具箱</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Thunder:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/thunder-project/thunder</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Pyff:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/bbci/pyff</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Mushu:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/bbci/mushu</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Wyrm:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/bbci/wyrm</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>EEGrunt:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/curiositry/EEGrunt</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Cloudbrain:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://getcloudbrain.com/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Python MNE:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://martinos.org/mne/stable/index.html</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>OpenNFB:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/strfry/OpenNFB</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>bcikit:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/octopicorn/bcikit</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>PsychoPy:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.psychopy.org/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>BioSPPy:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/PIA-Group/BioSPPy</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Timeflux:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://timeflux.io/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>EEGsynth:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/eegsynth/eegsynth</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>安卓工具箱</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>EEG-101:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/NeuroTechX/eeg-101</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>NeuroSky Android SDK:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/pwittchen/neurosky-android-sdk</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>大脑可视化</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>BrainBox:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://brainbox.pasteur.fr/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>BrainBrowser:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://brainbrowser.cbrain.mcgill.ca/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>树莓派框架</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>IntelliPi:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/AtlantsEmbedded/IntelliPi</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>通信协议</span></span></span></span></p><p><span><span><span><span>这些是一些常用的通信协议</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Lab Streaming Layer:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/sccn/labstreaminglayer</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Open Sound Control:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.opensoundcontrol.org/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>FieldTrip buffer:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.fieldtriptoolbox.org/development/realtime/buffer_protocol/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span></span><span><span><span>硬件</span></span></span></p><p><span><span><span>本节根据技术类型分为不同的部分。</span></span></span></p><p><span><span><span><span>脑电图</span></span></span></span></p><p><span><span><span><span style="font-size:12.0pt">脑电图</span></span></span></span><span><span><span><span>是最常用的神经技术形式。那里有很多选择，这意味着您可以轻松找到符合您的需求和价格的设备。</span></span></span></span></p><p><span><span><span><span><span>消费和 DIY 设备</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>OpenBCI:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://openbci.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>icibici:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://icibici.github.io/site/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Emotiv EPOC:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://emotiv.com/epoc.php</span></span></span></span></span><span><span><span><span><span>) & Insight:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://emotiv.com/insight.php</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Emotiv Insight:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://www.emotiv.com/insight/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Neurosky:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://neurosky.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>OpenEEG:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://openeeg.sourceforge.net/doc/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>FreeEEG32: an open source 32 channel eeg:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://hackaday.io/project/20618-freeeeg32-32-channels-electroencephalography</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Muse:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://choosemuse.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>HackEEG:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://www.crowdsupply.com/starcat/hackeeg</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span></span><span><span><span><span><span>研究设备</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Wearable Sensing Dry Electrode EEG:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://www.wearablesensing.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>g.BCIsys:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://www.gtec.at/Products/Complete-Solutions/g.BCIsys-Specs-Features</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>EGI High Density EEG:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://www.egi.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Biosemi:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://www.biosemi.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>ANT Neuro:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://www.ant-neuro.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Advanced Brain Monitoring:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://www.advancedbrainmonitoring.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Brain Products:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://www.brainproducts.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span></span><span><span><span><span><span>脑电图配件</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Florida Research Instruments:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://fri-fl-shop.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>TI ADS1299EEG-FE:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://www.ti.com/tool/ads1299eegfe-pdk</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>DIY Electrode Design:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">https://oshpark.com/shared_projects/h2i1xBaW</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Comparison of different types of electrodes:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://www.sciencedirect.com/science/article/pii/S1388245704003906</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span><span>Intan Technologies:(</span></span></span></span></span><span><span><span><span><span style="font-size:12.0pt">http://intantech.com/</span></span></span></span></span><span><span><span><span><span>)</span></span></span></span></span></p><p><span></span><span></span><span><span><span><span>NIRS 研究设备</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Artinis 医疗系统:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.artinis.com/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>日立高新技术:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.hitachi-hightech.com/global/product_list/?ld=iis1&md=iis1-6</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>NIRX:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://nirx.net/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>岛津:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.ssi.shimadzu.com/products/productgroup.cfm?subcatlink=tissueimaging</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>多模态神经技术</span></span></span></span></p><p><span><span><span><span>这些设备结合了不同类型的传感器来测量或影响大脑活动。</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Foc.us 开发套件：EEG、TDCS、fNIRS、TACS:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://world.foc.us/eeg</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>神经电学：EEG，TDCS:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.neuroelectrics.com/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>BITalino：脑电图、肌电图、心电图、EDA:(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.bitalino.com/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>脑刺激</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>DIY TMS：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.instructables.com/id/Transcranial-Magnetic-Stimulation-TMS-Device/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>未来的神经影像技术</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>功能超声：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://fultrasound.eu/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Raspberry Pi 上的 FPGA 超声成像：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://un0rick.cc/FPGA-Rpi</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>事件相关光信号：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://en.wikipedia.org/wiki/Event-related_optical_signal</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>事件相关的光信号：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.researchgate.net/publication/223360817_Shedding_light_on_brain_function_The_event-related_optical_signal</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>准弹道光子。（Facebook 的 BCI 使用的技术）：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://arxiv.org/pdf/cond-mat/9906188.pdf</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>开放式电阻抗断层扫描：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://github.com/OpenEIT/EIT_PCB</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>漫射光学成像资源。</span></span></span></span></p><p><span><span><span><span>这是 Mary Lou Jepken 的公司</span></span></span></span><span><span><span><span style="font-size:12.0pt">Openwater</span></span></span></span><span><span><span><span>使用的技术。她的目标是制造一个便携式核磁共振成像仪。</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>漫射光学成像/所使用的技术：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://en.wikipedia.org/wiki/Diffuse_optical_imaging</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span> <span></span></span><span><span><span><span>
</span></span></span></span></p><p><span></span><span></span><span><span><span>大脑数据库</span></span></span></p><p><span>•<span></span></span><span><span><span>SCCN eeg/erp 数据列表供公众免费下载：(</span></span></span><span><span><span style="font-size:12.0pt">http://sccn.ucsd.edu/~arno/fam2data/publicly_available_EEG_data.html</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>使用原始数据进行脑电图研究：(</span></span></span><span><span><span style="font-size:12.0pt">http://www.studycatalog.org/)-</span></span></span><span><span><span> </span></span></span><span><span><span style="font-size:12.0pt">（来自 BigEEG 联盟）</span></span></span><span><span><span></span></span></span></p><p><span>•<span></span></span><span><span><span>BNCI 地平线数据集：(</span></span></span><span><span><span style="font-size:12.0pt">http://bnci-horizon-2020.eu/database/data-sets</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>g.tec 生物信号数据集：(</span></span></span><span><span><span style="font-size:12.0pt">http://www.gtec.at/Research/Biosignal-Data-Sets/content/Biosignal-Data-Sets</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>Child Mind Institute MIPDB 数据集：(</span></span></span><span><span><span style="font-size:12.0pt">http://fcon_1000.projects.nitrc.org/indi/cmi_eeg/</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>来自 U. Penn 的 RAM (DARPA) 侵入式记录数据集：(</span></span></span><span><span><span style="font-size:12.0pt">http://memory.psych.upenn.edu/RAM</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>MindBigData 脑数字的 MNIST：(</span></span></span><span><span><span style="font-size:12.0pt">http://mindbigdata.com/opendb/index.html</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>大脑的 MindBigData ImageNet：(</span></span></span><span><span><span style="font-size:12.0pt">http://www.mindbigdata.com/opendb/imagenet.html</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>meagmohit 的 EEG 数据集列表：(</span></span></span><span><span><span style="font-size:12.0pt">https://github.com/meagmohit/EEG-Datasets</span></span></span><span><span><span>)</span></span></span></p><p><span></span><span><span><span>教程和项目</span></span></span></p><p><span>•<span></span></span><span><span><span>如何破解玩具脑电图：(</span></span></span><span><span><span style="font-size:12.0pt">http://www.frontiernerds.com/brain-hack</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>BCI 研讨会：(</span></span></span><span><span><span style="font-size:12.0pt">https://github.com/bcimontreal/bci_workshop/blob/master/INSTRUCTIONS.md</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>现代脑机接口简介：(</span></span></span><span><span><span style="font-size:12.0pt">http://sccn.ucsd.edu/wiki/Introduction_To_Modern_Brain-Computer_Interface_Design</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>脑控鲨鱼攻击(</span></span></span><span><span><span style="font-size:12.0pt">http://eeghacker.blogspot.com/2015/03/brain-controlled-shark-attack.html</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>用Muse控制球体：(</span></span></span><span><span><span style="font-size:12.0pt">https://github.com/neuralcubes/musephero</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>为您的智能手机构建 20 欧元的脑电图：(</span></span></span><span><span><span style="font-size:12.0pt">https://jmanart.github.io/smartphone-bci-hardware/</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>用于 OpenVibe 的 Muse 文件阅读器：(</span></span></span><span><span><span style="font-size:12.0pt">http://openvibe.inria.fr/forum/viewtopic.php?f=3&t=9668</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>EEG 101：Android 和 Muse 的交互式教程：(</span></span></span><span><span><span style="font-size:12.0pt">https://github.com/NeuroTechX/eeg-101</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>脑电波分析仪：(</span></span></span><span><span><span style="font-size:12.0pt">https://github.com/katie356/BrainwaveAnalyzer/tree/master/web-edition</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>哥伦比亚大学提供的 BCI 课程：(</span></span></span><span><span><span style="font-size:12.0pt">http://naplab.ee.columbia.edu/bcilab.html</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>NeuroTechX 的 Pierre 在伯克利开设的 BCI 课程：(</span></span></span><span><span><span style="font-size:12.0pt">https://github.com/NeurotechBerkeley/bci-course</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>OHBM 提供的 EEG 和 MRI 课程：(</span></span></span><span><span><span style="font-size:12.0pt">https://www.humanbrainmapping.org/m/pages.cfm?pageID=3814</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>EEG Notebooks：Jupyter notebooks，适合初学者的经典脑电图实验：(</span></span></span><span><span><span style="font-size:12.0pt">https://github.com/NeuroTechX/eeg-notebooks</span></span></span><span><span><span>)</span></span></span></p><p><span></span><span><span><span>比赛</span></span></span></p><p><span><span><span><span>数据竞赛</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Kaggle 抓握和提升：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.kaggle.com/c/grasp-and-lift-eeg-detection</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Kaggle 错误检测：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.kaggle.com/c/inria-bci-challenge</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Kaggle 解码人脑：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.kaggle.com/c/decoding-the-human-brain</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Kaggle 癫痫发作预测：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.kaggle.com/c/seizure-prediction</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>Kaggle 癫痫发作检测：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.kaggle.com/c/seizure-detection</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>解码大脑信号：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://gallery.cortanaintelligence.com/Competition/Decoding-Brain-Signals-2</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>脑机接口竞赛：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.bbci.de/competition/iv/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>脑控比赛</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>脑机大赛：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://braindronerace.com/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>赛百项：(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.cybathlon.ethz.ch/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span></span><span><span><span>会议和活动</span></span></span></p><p><span>•<span></span></span><span><span><b>List</b></span></span><span><span><span>: Curated list of events (BCI Society)：(</span></span></span><span><span><span style="font-size:12.0pt">http://bcisociety.org/events/</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>BCI Meeting(</span></span></span><span><span><span style="font-size:12.0pt">http://bcisociety.org/meetings/bci-meeting-2016-welcome/</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span style="font-size:12.0pt">NeuroGaming / XTech</span></span></span><span><span><span>[(Youtube Videos)(</span></span></span><span><span><span style="font-size:12.0pt">https://www.youtube.com/user/NeuroGamingCon/videos</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>CHI(</span></span></span><span><span><span style="font-size:12.0pt">https://chi2016.acm.org/wp/</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>BrainTech(</span></span></span><span><span><span style="font-size:12.0pt">http://conference.israelbrain.org/</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>Brain Summit(</span></span></span><span><span><span style="font-size:12.0pt">http://brainsummit.com/</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>NIPS(</span></span></span><span><span><span style="font-size:12.0pt">https://nips.cc/</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>SfN(</span></span></span><span><span><span style="font-size:12.0pt">http://www.sfn.org/</span></span></span><span><span><span>)</span></span></span></p><p><span></span><span><span><span>阅读材料</span></span></span></p><p><span><span><span><span>文件</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[黎曼几何的多类脑机接口分类(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.researchgate.net/publication/51727880_Multiclass_Brain-Computer_Interface_Classification_by_Riemannian_Geometry</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[基于黎曼几何的新一代脑机接口(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.researchgate.net/publication/258144410_A_New_Generation_of_Brain-Computer_Interface_Based_on_Riemannian_Geometry</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[我的虚拟梦想：沉浸式艺术环境中的集体神经反馈(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0130129</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[BCI 竞赛 IV – 数据集 I：学习基于 EEG 的自定进度运动图像检测的判别模式(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3272647/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[ERP组件的单次试验分析和分类——教程(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://doc.ml.tu-berlin.de/bbci/publications/BlaLemTreHauMue10.pdf</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[用于单次试验脑电图分类的可解释深度神经网络(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.researchgate.net/publication/301817936_Interpretable_Deep_Neural_Networks_for_Single-Trial_EEG_Classification</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[基于全自动协同自适应运动图像的脑机接口的大规模评估(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0148886</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[使用直接大脑记录的想象语音中的词对分类(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://knightlab.berkeley.edu/statics/publications/2016/10/03/srep25803.pdf</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[脑机接口评论，Nicolelis & Lebedev。2017(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.ncbi.nlm.nih.gov/pubmed/28275048</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[具有非侵入性脑机接口的高速拼写(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.pnas.org/content/112/44/E6058.abstract</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[使用干脑电图电极的高速脑机接口 (BCI)(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0172400</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>入门书籍</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[超越界限（Nicolellis）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/Beyond-Boundaries-Neuroscience-Connecting-Machines/dp/1250002613</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[大脑的节奏（Buzsaki）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/Rhythms-Brain-Gyorgy-Buzsaki/dp/0199828237</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[牢记循环（科恩）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/Cycles-mind-rhythms-control-perception-ebook/dp/B013ZI5AIA</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[神经科学原理（Kandel 等人）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/Principles-Neural-Science-Eric-Kandel/dp/0838577016</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[心灵的未来（卡库）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/The-Future-Mind-Scientific-Understand/dp/038553082X</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>技术书籍</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[脑机接口：简介 (Rao)(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/Brain-Computer-Interfacing-Introduction-Rajesh-Rao/dp/0521769418</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[脑机接口（Wolpaw）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/Brain-Computer-Interfaces-Principles-Jonathan-Wolpaw/dp/0195388852</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[分析神经时间序列数据 (Cohen)(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://mitpress.mit.edu/books/analyzing-neural-time-series-data</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[用 EEG 成像脑功能（Freeman & Quiroga）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.springer.com/us/book/9781461449836</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[用于神经科学家的 Matlab(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/MATLAB-Neuroscientists-Introduction-Scientific-Computing/dp/0123745519</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[生物医学光学(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://books.google.ca/books?id=EJeQ0hAB76gC&pg=PR3&redir_esc=y#v=onepage&q&f=false</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[iMotions 十大脑电图书籍(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://imotions.com/blog/eeg-books/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span><span><span><span>信号处理</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[信号与系统麻省理工学院课程(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://ocw.mit.edu/resources/res-6-007-signals-and-systems-spring-2011/</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>伯克利 DSP 课程[讲座(</span></span></span></span><span><span><span><span style="font-size:12.0pt">https://www.youtube.com/watch?v=6_-ljdxjwac&list=PL-XXv-cvA_iCUQkarn2fxB3NggnPF_dob</span></span></span></span><span><span><span><span>)，</span></span></span></span><span><span><span><span style="font-size:12.0pt">页面</span></span></span></span><span><span><span><span></span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[信号与系统（奥本海姆、威尔斯基、哈米德）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/Signals-Systems-Edition-Alan-Oppenheim/dp/0138147574</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[离散时间信号处理（第 2 版）（Oppenheim、Schafer、Buck）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.amazon.com/Discrete-Time-Signal-Processing-Edition-Prentice-Hall/dp/0137549202</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span>•<span></span></span><span><span><span><span>[数据分析讲座（Mike X Cohen）(</span></span></span></span><span><span><span><span style="font-size:12.0pt">http://www.mikexcohen.com/lectures.html</span></span></span></span><span><span><span><span>)</span></span></span></span></p><p><span></span><span></span><span><span><span>其他资源</span></span></span></p><p><span>•<span></span></span><span><span><span>[神经科学暑期学校(</span></span></span><span><span><span style="font-size:12.0pt">https://github.com/PhABC/neuroSummerSchools/blob/master/README.md</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>[神经科学杜克课程（Coursera）(</span></span></span><span><span><span style="font-size:12.0pt">https://www.coursera.org/learn/medical-neuroscience</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>[布雷德维基(</span></span></span><span><span><span style="font-size:12.0pt">http://neuro.compute.dtu.dk/wiki/Main_Page</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>[干预大脑的新型神经技术(</span></span></span><span><span><span style="font-size:12.0pt">https://nuffieldbioethics.org/wp-content/uploads/2013/06/Novel_neurotechnologies_report_PDF_web_0.pdf</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>[通过优化皮层振荡增强人类认知(</span></span></span><span><span><span style="font-size:12.0pt">https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4072086/</span></span></span><span><span><span>)</span></span></span></p><p><span>•<span></span></span><span><span><span>[Open Neuroscience(</span></span></span><span><span><span style="font-size:12.0pt">https://open-neuroscience.com/en/</span></span></span><span><span><span>) - 一个用户驱动的与神经科学相关的开源/科学项目数据库</span></span></span></p><h3><span>谢谢大家观看，如有帮助，来个喜欢或者关注吧！</span></h3><p>
</p><p><span style="font-size: 18px;"><b>公众号名称：BrainTechnology</b></span></p><p><span style="font-size: 18px;"><b>微信号：braintechnology</b></span></p>