🤖 wukong-robot 是一个简单、灵活、优雅的中文语音对话机器人/智能音箱项目，支持ChatGPT多轮对话能力，还可能是首个支持脑机交互的开源智能音箱项目。
MNE-Python：MEG（脑磁）与 EEG（脑电）信号分析的 Python 库
一站式全渠道业务中台系统包括订单管理系统OMS/电商ERP、库存WMS统一管理系统和SAP财务管理系统等，实现快速部署，并帮助企业后续自主进行开发迭代，实现数字化转型，并有多个经典案例。中台系统包括：通用业务中台、强大的技术中台Springcloud/Istio、后续开发方案的设计，技术(K8S,SERVERLESS)及管理人员的培训等。
BrainFlow：从各类生物传感器采集、解析并分析 EEG、EMG、ECG 等数据的库
神经科学优质资源（库、软件及相关内容）精选清单
美国陆军研究实验室（ARL）EEGModels 项目：一组用于 EEG 信号分类的卷积神经网络（CNN）模型，基于 Keras 实现
Braindecode：用于解码 EEG、ECG、MEG 信号的深度学习软件
Time Series Feature Extraction Library (TSFEL): 60+ statistical, temporal, spectral and fractal features for time series classification, regression and signal processing in Python
最新版全面支持AI智能！通过自然语言操作业务数据，支持 Skills/工具/知识库/MCP。高度可配置化的国产企业管理系统，企业内部可免费商用！零代码/低代码快速搭建WMS库存管理、MES生产报工、CRM客户管理、HRM人事管理，以及 TMS/ERP 等
MOABB：脑机接口基准评测「集大成者」
用于 MEG、EEG 与 iEEG 分析的 MATLAB 工具箱（FieldTrip）
Arduino library for reading NeuroSky EEG brainwave data.
用 PiEEG 扩展板和树莓派测量 8 通道 EEG 的 C 语言库（已停止维护）
pyRiemann：借助正定矩阵的黎曼几何对多变量数据进行机器学习的 Python 库
EEGLearn：基于「EEG 图像」思想、对 EEG 心理状态进行有监督特征学习/分类的函数集
[TNSRE 23] EEG Conformer：用于 EEG 解码的卷积 Transformer，并提出类激活地形图新型可视化
Open Warehouse Management System
IronBCI：可穿戴（BLE）脑机接口，基于 ADS1299 与 STM32，含移动应用 SDK
（主要为人类）电生理领域公开可用数据集清单
[IJCAI-21]「基于时序与上下文对比的时间序列表征学习」（TS-TCC）
Brainstorm：MEG、EEG、fNIRS、ECoG、sEEG 及电生理分析软件
CTNet：用于 EEG 运动想象分类的卷积 Transformer 网络
BioAmp EXG Pill：小巧精致的生物电信号采集模拟前端（AFE）板卡
加州大学伯克利分校神经技术入门课程（CS198-96）
NeuroKit.py：用于统计与神经生理信号处理（EEG、EDA、ECG、EMG 等）的 Python 工具箱
基于频道模式的团队沟通协作+轻量级任务看板，支持mardown、富文本、在线表格和思维导图的团队博文wiki，i18n国际化翻译管理的响应式web开源团队协作系统。
EEGNet 的 PyTorch 实现（旧版）：面向 EEG 脑机接口的紧凑卷积网络
AntroPy：计算（EEG）时间序列熵与复杂度的 Python 库
BruTile is a .NET library to access tile services like those of OpenStreetMap, MapBox or GeodanMaps.
[ICLR 2025] CBraMod：用于 EEG 解码的交叉注意力脑基础模型
EEG-ATCNet：用于 EEG 运动想象分类的注意力时间卷积网络
BrainFlowsIntoVRChat：通过 OSC 将放松度、专注度指标及机器学习思维指令发送到 VRChat 虚拟形象参数
EEG-Transformer：Transformer（ViT）在二维生理信号（EEG）分类上的实用应用，也可用于 EMG、EOG、ECG 等
（已过时，请见新版 braindecode）
muse-js：Muse 2016 EEG 头戴设备的 JavaScript 库（基于 Web Bluetooth）
《基于深度学习的 EEG 脑机接口：表征、算法与应用》配套资源
DeepEEG：用 TensorFlow 对 EEG MNE Epoch 对象进行深度学习
[TNSRE 2021] AttnSleep：基于注意力机制、使用单通道 EEG 的睡眠分期深度学习方法
SleepEEGNet：基于序列到序列深度学习的自动睡眠分期
eeg-101：使用 Muse 与 React Native 的交互式神经科学教程应用，讲解 EEG 与 BCI 基础
EEGrunt：面向 OpenBCI 与 Muse 的 Python EEG（+ECG）分析工具集
TAPAS - Translational Algorithms for Psychiatry-Advancing Science
EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow
[TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data
Processing-based visualizer for NeuroSky EEG brainwave data output from the Arduino Brain library.
🔧🧠 MEEGkit: MEG & EEG processing toolkit in Python
code for AAAI2022 paper "Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification"
[ICLR 2024] M/EEG-based image decoding with contrastive learning. i. Propose a contrastive learning framework to align image and eeg. ii. Resolving brain activity for biological plausibility.
AI-powered fleet management platform with an agentic dispatcher that matches loads to trucks, ensures HOS compliance, and optimizes routes. Built for trucking companies.
Interactive Brain Playground - Browser based tutorials on EEG with webbluetooth and muse
A Python Toolbox for Multimode Neural Data Representation Analysis - A Representational Analysis Toolbox for Neuroscience, including Representational Similarity Analysis (RSA), & Inter-Subject Correla
A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification
[NeurIPS 2025] PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation
python implementations of Analyzing Neural Time Series Textbook
The programming interface for your body and mind
A P300 online spelling mechanism for Emotiv headsets. It's completely written in Node.js, and the GUI is based on Electron and Vue.
EEG Sleep stage classification using CNN with Keras
PyPREP: A Python implementation of the Preprocessing Pipeline (PREP) for EEG data
Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network". Accepted for publication (with
MNE-BIDS is a Python package that allows you to read and write BIDS-compatible datasets with the help of MNE-Python.
MNE-CPP: The C++ framework for real-time functional brain imaging.
TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo from The Faculty of ICT, Mahidol University and Imperial College L
This is my reading list for my PhD in AI, NLP, Deep Learning and more.
A new approach based on a 10-layer one-dimensional convolution neural network (1D-CNN) to classify five brain states (four MI classes plus a 'baseline' class) using a data augmentation algorithm and
Residual and bidirectional LSTM for epileptic seizure detection
This project focuses on implementing CNN model based on the EEGNet architecture with Pytorch library for classifying motor imagery tasks using EEG data.
Low Cost Electroencephalogram Based Brain-Computer-Interface
EEGraph: Convert EEGs to graphs with frequency and time-frequency domain connectivity measures.
Download tiles from Tile Map Server (online maps) and make a large geo-referenced image
GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, datasets 2a. Final project for UCLA's EE C247: Neural Networks an
:bar_chart: EEG signal processing and machine learning in JavaScript
EntroPy: complexity of time-series in Python (DEPRECATED)
Python Brain-Computer Interface Software
EEG-based emotion classification using DEAP dataset
A terminal app written in Node.js to monitor brain signals in real-time
neuromore Studio is your all-in-one biofeedback suite
MapCache source code directory. Please submit pull requests to the 'main' branch.
Textbook for NESC 3505, Neural Data Science, at Dalhousie University
A list of openly available software tools for (mostly human) electrophysiology.
Tile server for .NET8 with MBTiles, Filesystem, GeoTIFF, HTTP sources and XYZ, TMS, WMTS, WMS endpoints (protocols support) and various output formats
[IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BCI)
A list of tutorials and other resources useful to learn open science and neuroimaging, EEG and MEG