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common-spatial-pattern

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eeyhsong /EEG-Transformer

i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG, ECG, etc. ii. Including the attention of spatial dimension (channel attention) and *temporal dimension*. iii. Common spatial pattern (CSP), an efficient feature enhancement method, realized with Python.

deep-learning eeg transformer attention vit attention-mechanism physiological-signals common-spatial-pattern eeg-classification

UpdatedMar 23, 2023
Python

orvindemsy /BCICIV2a-FBCSP

Implementation of filter bank common spatial pattern (FBCSP) for MI-based BCI in python

python bci brain-computer-interface motor-imagery common-spatial-pattern

UpdatedJan 4, 2024
Jupyter Notebook

Marco-Congedo /Diagonalizations.jl

A Julia package for advanced Matrix Diagonalization algorithms (PCA, Whitening, MCA, gMCA, CCA, gCCA, CSP, CSTP, AJD, mAJD)

principal-component-analysis whitening blind-source-separation common-spatial-pattern canonical-correlation-analysis approximate-joint-diagonalization

UpdatedDec 8, 2025
Julia

faheemersh /Senior_Design_Dry_EEG_BCI

Senior Design Project at UH

realtime support-vector-machines bci brain-computer-interface motor-imagery-classification power-spectral-density common-spatial-pattern openbci-cyton motor-execution-classification

UpdatedSep 11, 2020

davidemiani /hgdecode

Implements High-Gamma dataset decoding using Filter Bank Common Spatial Pattern with rLDA classification and Neural Networks.

deep-neural-networks deep-learning tensorflow keras eeg brain-computer-interface time-series-classification brain-signal-decoding common-spatial-pattern eeg-classification filter-bank

UpdatedMar 14, 2019
Python

orvindemsy /MI-BCI-CSP

Implementing Common Spatial Pattern (CSP) algorithm for MI-BCI from scratch with python

brain-computer-interface common-spatial-pattern

UpdatedOct 24, 2020
Jupyter Notebook

sajjadkarimi91 /motor-imagery-BCI

A MATLAB toolbox for classification of motor imagery tasks in EEG-based BCI system with CSP, FB-CSP and BSSFO

csp eeg motor-imagery-classification bci-systems common-spatial-pattern eeg-classification eeg-signals-processing fbcsp

UpdatedSep 19, 2022
MATLAB

MiguelRochaBE /MotorImagery-BCI

machine-learning robotics bci common-spatial-pattern motor-imagery-eeg

UpdatedAug 27, 2024
Jupyter Notebook

captainjtx /ML101

Yet another machine learning notebook

svm linear-regression logistic-regression common-spatial-pattern

UpdatedFeb 12, 2018
Jupyter Notebook

syedsalmanali08 /Maximum-entropy-based-CSP

Maxim Entropy based Common Spatial Pattern

brain-computer-interface motor-imagery-classification common-spatial-pattern

UpdatedAug 21, 2017
MATLAB

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