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EEG

Electroencephalography (EEG) is a non-invasive method for recording electrical activity in the brain, first performed on humans by Hans Berger in 1924 (Berger, 1929).

https://github.com/zazi2002/eeg-processing-basics

EEG Signal Processing Project focusing on analyzing signal with a time-varying frequency using MATLAB.

eeg fft matlab psd signal-processing

Last synced: 24 Oct 2024

https://github.com/greendreamer/eeg_bci_pong_python

This GitHub repository showcases an EEG-based Brain-Computer Interface (BCI) project. The project aims to develop a system that enables interaction and control of external devices using brainwave signals. It includes code for collecting EEG data using affordable hardware, preprocessing and analyzing the data, implementing classification algorithms,

bci eeg iot python

Last synced: 12 Nov 2024

https://github.com/zazi2002/eeg-processing-sourceseparation

EEG signal processing using various source separation methods such as GEVD, DSS, PCA, and ICA.

dss eeg gevd ica matlab signal-processing source-separation

Last synced: 24 Oct 2024

https://github.com/zazi2002/eeg-processing-sourcelocalization

EEG Signal Processing project, solving the brain source localization problem using various methods and models.

eeg loreta matlab mne signal-processing source-localization

Last synced: 24 Oct 2024

https://github.com/jajcayn/eeg_latent_space

Accompanying code for Jajcay, N., & Hlinka, J. (2023). Towards a dynamical understanding of microstate analysis of M/EEG data. bioRxiv, 2023-04. doi: 10.1101/2023.04.09.536154

eeg microstates neuroscience neuroscience-methods

Last synced: 10 Nov 2024

https://github.com/amjabb/eegmindreader

Software for EEG BCI communication, along with companion IOS app.

bci c eeg eeg-analysis eeg-classification eeg-headset python2 swift3

Last synced: 12 Oct 2024

https://github.com/enansari/bachelor-final-project

This repository contains my final bachelor project. This project includes the presentation and explanation of an article about converting thoughts into text

artificial-intelligence autoencoder cnn eeg eeg-analysis eeg-signals hakim-sabzevari-university hsu lstm neural-network new-south-wales rnn signal-processing xgboost

Last synced: 11 Nov 2024

https://github.com/shashvatshah9/eeg_image_recall

Classifying image recall on user's EEG data who performed forced choice memory test on Country flag images.

eeg keras lstm python3

Last synced: 11 Nov 2024

https://github.com/tahmidazam/waynfletestudies

A paper titled 'Prospects of brain-computer interfaces in communication for disabled children' submitted to the Waynflete Studies program.

aac artificial-intelligence augmentative-communication bci brain-computer-interface communication eeg machine-learning matlab slcn

Last synced: 03 Nov 2024

https://github.com/mulimoen/eegportcodes

Send portcodes/triggger codes from display computer to EEG recorder

brainproducts eeg portcodes triggercodes

Last synced: 14 Oct 2024

https://github.com/zazi2002/eeg-processing-preprocessing

EEG Signal Processing project with focus on signal visualization, dimensionality reduction, noise reduction, and artifact removal.

artifact eeg matlab signal-processing

Last synced: 24 Oct 2024

https://github.com/zazi2002/eeg-processing-erp-ssvep

EEG Signal Processing project, which involves analyzing EEG signals for both ERP and SSVEP.

csp eeg erp matlab signal-processing ssvep

Last synced: 24 Oct 2024

https://github.com/taihedian/ssvep-python

使用 PsychoPy 的 SSVEP 项目尝试

eeg ssvep-stimulation

Last synced: 13 Nov 2024

https://github.com/michaloblastni/insultdetector

Python QT application that lets targeted individuals record their EEG data from a BCI device such as Muse2, label communication start/end in their EEG stream, train an AI model from labeled data, and then run a real-time detection of such communication from their EEG stream.

artificial-intelligence brain-computer-interface eeg eeg-signals-processing qt targeted-individuals

Last synced: 11 Oct 2024

https://github.com/bruaristimunha/eeg_basketball_behavior

Será que a eletroencefalografia (EEG) é capaz de identificar padrões cerebrais de erros e acertos durante um arremesso no basquetebol? E se estimular eletricamente o cérebro de um atleta, contribuiria para ele não pensar durante momentos decisórios? Será que o comportamento do olhar (local que o atleta olha) indica o nível de experiência? O treinamento do olhar do atleta melhora o desempenho? Mais cestas? Melhores tacadas no golfe? Mais gols? Mais defesas de um goleiro?

basketball eeg eeg-analysis eeg-signals-processing neuroscience

Last synced: 13 Nov 2024

https://github.com/tstenner/nedfreader

Brainvision Analyzer component to read StarStim / Enobio .nedf files

eeg neuroscience

Last synced: 09 Nov 2024

https://github.com/shimazadeh/total-perspective-vortex

This subject aims to create a brain computer interface based on electroencephalographic data (EEG data) with the help of machine learning algorithms. Using a subject’s EEG reading, you’ll have to infer what he or she is thinking about or doing - (motion) A or B in a t0 to tn timeframe.

ai algorithm classification datascience dimensionality-reduction eeg scikit-learn

Last synced: 12 Nov 2024

https://github.com/anne-andresen/eeg-processing

EEG data collection and processing in matlab. Proposed data collection algorithm and Processing pipeline for evoked potentials of EEG signals or regular EEG signals. Furthermore

averaging baseline-correction baseline-removal data-collection data-processing eeg eeglab epochs erp evoked-potential ica independent-component-analysis matlab multi-channel multi-channel-processing signal-processing topographic-maps

Last synced: 05 Nov 2024

https://github.com/robertoostenveld/brainvision

Python implementation to read and write EEG data in the BrainVision Core data format

bids brainvision eeg python

Last synced: 10 Oct 2024

https://github.com/loharmurtaza/fog_detection

This repository is based on my research work "Detecting Freezing of Gait in Parkinson's Disease Patients Using Multi-Modal Machine Learning"

accelerometer detection eeg emg f1-score freezing-of-gait gyroscope machine-learning mfcc multi-modal-learning rf sensitivity skin-conductance specificity svm

Last synced: 26 Sep 2024

https://github.com/cbrnr/timewarp

Time-warping variable-length EEG epochs for time/frequency analysis

eeg meg time-frequency-analysis

Last synced: 11 Nov 2024

https://github.com/remi-gau/bidsgnostic

BIDS app to view a dataset content and the events file content

bids bids-apps eeg fnirs ieeg meg mri pet quality-control snakebids snakemake visualization

Last synced: 01 Nov 2024

https://github.com/rishannp/motor-imagery---graph-attention-network

This is works in attempt to develop novel, state-of-the-art models for decoding EEG MI data from patient datasets. Specifically using GAT, highlighting their potential advantages.

amyotrophic-lateral-sclerosis bci-competition-iv-2a brain-computer-interface deep-learning eeg graph-attention-networks keras machine-learning motor-imagery-classification tensorflow

Last synced: 13 Oct 2024

https://github.com/loharmurtaza/fog_detection_subject_dependent

This repository is based on my research work "Detecting Freezing of Gait in Parkinson's Disease Patients Using Multi-Modal Machine Learning"

accelerometer detection eeg emg f1-score freezing-of-gait gyroscope machine-learning mfcc multi-modal-learning rf sensitivity skin-conductance specificity svm

Last synced: 01 Nov 2024

https://github.com/lazauk/neuropy-mindband

Python solution for reading brain waves from Sichiray Mindband

eeg neuroscience

Last synced: 13 Nov 2024