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。

已验证
待核验
无公开数据
未来预测

神经科学优质资源(库、软件及相关内容)精选清单

awesomeawesome-listbraineeghacktoberfest

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

deep-learningecogeegelectrocorticographyelectroencephalogram

用于 MEG、EEG 与 iEEG 分析的 MATLAB 工具箱(FieldTrip)

analysisbeamformerbidsbrainconnectivity
#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

(主要为人类)电生理领域公开可用数据集清单

dataecogeegelectrophysiological-dataelectrophysiology

Brainstorm:MEG、EEG、fNIRS、ECoG、sEEG 及电生理分析软件

eegelectrophysiologymatlabmeg

FOOOF:将神经功率谱参数化为周期与非周期成分

aperiodic-exponenteegfooofieeglfp

Deep-BCI:基于深度学习识别用户意图、开发脑与认知计算技术的开源软件包

bcibraincognitivedeep-learningeeg
#48cbrnr/mnelab★ 294

MNELAB:MNE-Python 的图形界面

eegguiicamegmne

PyEEG:Python + EEG/MEG 分析库

eegmegphysiologypythonpython-eeg

TAPAS - Translational Algorithms for Psychiatry-Advancing Science

bayesian-inferencebehavioralcomputationaleegfmri

🔧🧠 MEEGkit: MEG & EEG processing toolkit in Python

binder-readyccadenoisingdsseeg
#63spm/spm★ 224

SPM (Statistical Parametric Mapping) - Development Version

braindcmeegfmrimapping

[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.

contrastive-learningeegmegself-supervised-learningvisual-decoding

A Python Toolbox for Multimode Neural Data Representation Analysis - A Representational Analysis Toolbox for Neuroscience, including Representational Similarity Analysis (RSA), & Inter-Subject Correla

classificationdecodingecogeegelectrophysiology

PyPREP: A Python implementation of the Preprocessing Pipeline (PREP) for EEG data

artifactdataeegelectroencephalogaphymne

MNE-BIDS is a Python package that allows you to read and write BIDS-compatible datasets with the help of MNE-Python.

bidseegelectroencephalographyieegmagnetoencephalography

MNE-CPP: The C++ framework for real-time functional brain imaging.

biomedical-informaticsc-plus-plusclinicalcmakecomputational-neuroscience

A list of openly available software tools for (mostly human) electrophysiology.

awesome-listdata-analysisecogeegelectrophysiology

A list of tutorials and other resources useful to learn open science and neuroimaging, EEG and MEG

brainwebeegmegmrineuroimaging