11 开源生态 学习进阶研究

汇总 GitHub 上与脑机接口(BCI)强相关的开源项目,按星标数排序取前 100。GitHub 不公开 clone / 下载量,星标为公开可查证的热度指标。支持分类筛选与关键词检索,每条标注来源。

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#4NeuroKit★ 2,404

NeuroKit2:用于神经生理信号处理的 Python 工具箱

biosignalscardiacecgedaeeg
#7BrainFlow★ 1,777

BrainFlow:从各类生物传感器采集、解析并分析 EEG、EMG、ECG 等数据的库

bcibiosensorbiosensorsbiosignalsbrain-computer-interface

Braindecode:用于解码 EEG、ECG、MEG 信号的深度学习软件

deep-learningecogeegelectrocorticographyelectroencephalogram

Time Series Feature Extraction Library (TSFEL): 60+ statistical, temporal, spectral and fractal features for time series classification, regression and signal processing in Python

audiobiosignal-processingecgeegemg
#17sccn/eeglab★ 808

EEGLAB:运行于 MATLAB、面向电生理信号的开源信号处理环境,由 SCCN/UCSD 开发

biosignalbraincompiledecgecog

UniTS:统一的多任务时间序列模型

anomaly-detectionclassificationecgeegfew-shot

IronBCI:可穿戴(BLE)脑机接口,基于 ADS1299 与 STM32,含移动应用 SDK

ads1299bcibci-homeworkbci-systemseeg

DeepSleepNet:基于单通道原始 EEG 的自动睡眠分期模型

biosignalscnndeep-learningeeglstm

BioAmp EXG Pill:小巧精致的生物电信号采集模拟前端(AFE)板卡

afearduinobioamp-emg-pillbioamp-exg-pillbioelectronics

eegsynth:将实时 EEG 转换为声音、音乐与视觉效果

art-netbcidmxecgeeg

加州大学伯克利分校神经技术入门课程(CS198-96)

biosignalseegeeg-signalsemgevent-related-potentials

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

biosignalsbvpcomplexityecgeda

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

attentionattention-mechanismcommon-spatial-patterndeep-learningeeg

SleepEEGNet:基于序列到序列深度学习的自动睡眠分期

biomedicalbiosignalscnndeep-learningeeg

EEGrunt:面向 OpenBCI 与 Muse 的 Python EEG(+ECG)分析工具集

data-analysisdata-visualizationecgeegmuse
#66kylemath/EEGEdu★ 204

Interactive Brain Playground - Browser based tutorials on EEG with webbluetooth and muse

bcibrain-wavescurriculumdata-analysisdata-visualization

[NeurIPS 2025] PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation

biosignalsdeep-learningecgeegemg

The programming interface for your body and mind

bcibci-spellerbiosensorsbiosignalsbrain-computer-interface

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

biosignalscnndeep-learningeegneural-networks

Low Cost Electroencephalogram Based Brain-Computer-Interface

bcibioamplifierbrain-computer-interfaceecgeeg

EntroPy: complexity of time-series in Python (DEPRECATED)

biosignalscomplexityeegeeg-analysiseeg-classification
#91cbrnr/sigviewer★ 157

A viewing application for biosignals

eegvisualization