GitHub topics: motor-imagery-classification

Repositories

SuperBruceJia/EEG-DL

A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.

Language: Python - Size: 672 KB - Last synced at: 6 days ago - Pushed at: about 2 months ago - Stars: 1,071 - Forks: 234

comojin1994/eegmixer

Train Once, Transfer Anywhere: Toward Device-Homogeneous MI-EEG Decoding

Language: Python - Size: 16.5 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 0 - Forks: 0

reshalfahsi/eeg-motor-imagery-classification

EEG Motor Imagery Classification Using CNN, Transformer, and MLP

Language: Jupyter Notebook - Size: 9.05 MB - Last synced at: 1 day ago - Pushed at: about 1 month ago - Stars: 29 - Forks: 5

arkanivasarkar/EEG-Data-Augmentation-using-Variational-Autoencoder

Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals

Language: Jupyter Notebook - Size: 29.3 KB - Last synced at: about 1 month ago - Pushed at: 10 months ago - Stars: 44 - Forks: 10

snailpt/MSCFormer

Multi-Scale Convolutional Transformer Network for Motor Imagery Brain-Computer Interface

Language: Python - Size: 306 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 98 - Forks: 0

guangyizhangbci/EEG_Riemannian

IEEE Transactions on Emerging Topics in Computational Intelligence

Language: Python - Size: 1.56 MB - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 66 - Forks: 12

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.

Language: Python - Size: 5.56 MB - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 10 - Forks: 2

iman-yousefi/EEG-Motor-Imagery-Classification

Region-Level Feature Extraction and Common Spatial Patterns (CSP) for EEG motor imagery classification, using a custom deep learning model.

Language: Jupyter Notebook - Size: 28.3 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

prashanth-prakash/EEG-ANALYSIS-FOR-MOTOR-IMAGERY-APPLICATION

Language: Jupyter Notebook - Size: 290 KB - Last synced at: 2 months ago - Pushed at: over 6 years ago - Stars: 44 - Forks: 10

HarlockOfficial/MsThesisProject

University MS Thesis Project, Controlling an avatar in a Virtual Environment via EEG Motor Imagery

Language: Python - Size: 2.43 MB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 1

nabilalibou/online_bci_mi

Real-Time BCI for Rock-Paper-Scissors: Decoding Motor Imagery with Minimal Training

Language: Python - Size: 11.7 MB - Last synced at: 2 months ago - Pushed at: 11 months ago - Stars: 4 - Forks: 0

SuperBruceJia/EEG-Motor-Imagery-Classification-CNNs-TensorFlow

EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow

Language: Python - Size: 56.6 KB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 220 - Forks: 48

comojin1994/DFformer

Towards Domain Free Transformer for Generalized EEG Pre-training

Language: Python - Size: 3.06 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 26 - Forks: 2

comojin1994/m-shallowconvnet

Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-based EEG Signals

Language: Python - Size: 53.7 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 33 - Forks: 4

nabilalibou/EEG_kaggle_sandbox

Exploring Brain Signal Processing Pipelines for Kaggle Challenges

Language: Python - Size: 249 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

comojin1994/proximity-to-boundary-score

A Novel Adversarial Approach for EEG Dataset Refinement: Enhancing Generalization through Proximity-to-Boundary Scoring

Language: Python - Size: 2.11 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 7 - Forks: 0

A research repository of deep learning on electroencephalographic (EEG) for Motor imagery(MI), including eeg data processing(visualization & analysis), papers(research and summary), deep learning models(reproduction and experiments).

Language: Jupyter Notebook - Size: 877 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 50 - Forks: 4

cserajdeep/OMP-EEG

Orthogonal matching pursuit-based feature selection for motor-imagery EEG signal

Language: MATLAB - Size: 30.3 KB - Last synced at: 5 months ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 0

Ahmed-Habashy/Dataset-BCI-competition-iv-set1

This code is for classifying spectrogram images of Motor Movement/Imagery tasks using a Convolutional Neural Network (CNN) and Generative Adversarial Network (GAN) for data augmentation..

Language: Python - Size: 165 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 1

Ahmed-Habashy/Dataset-BCI-competition-iv-2b

This is a python code for extracting EEG signals from dataset 2b from competition iv, then it converts the data to spectrogram images to classify them using a CNN classifier.

Language: Python - Size: 17.3 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 9 - Forks: 0

Ahmed-Habashy/CNN-classifier-for-EEG-Motor-imagery-spectrum-images

This Python script creates, trains, and tests a Convolutional Neural Network (CNN) for image classification using various libraries like Numpy, Tensorflow, OpenCV, Keras, etc. The input images are spectrum images that are loaded from a specified folder path and pre-processed by resizing and normalizing.

Language: Python - Size: 19.5 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 0

Related Keywords

motor-imagery-classification 34 eeg 19 eeg-classification 15 deep-learning 14 motor-imagery 12 brain-computer-interface 10 eeg-signals 8 bci 8 eeg-analysis 7 machine-learning 7 motor-imagery-eeg 7 pytorch 6 tensorflow 5 eegnet 4 cnn 4 keras 4 transformer 4 classification 3 bci-systems 3 signal-processing 3 csp 3 convolutional-neural-networks 3 fbcsp 3 transfer-learning 3 eeg-signals-processing 3 shallowconvnet 2 python 2 machine-learning-algorithms 2 bci-competition-iv-2a 2 common-spatial-pattern 2 mne-python 2 feature-extraction 2 sleep-stage-classification 2 preprocessing-pipeline 2 sleep-eeg 2 matlab 2 gcn 2 motor-imagery-tasks 2 eeg-data 2 motor-imagery-training 2 dcgan 1 subject-independent-bci 1 orthogonal-matching-persuit 1 omp 1 feature-selection 1 moabb 1 braindecode 1 dataset-cleaning 1 adversarial-attacks 1 spatial-filtering 1 kaggle-competition 1 self-supervised-learning 1 pre-trained-model 1 tensorflow-models 1 riemannian-geometry 1 scssp 1 mi-bci 1 katz-fractal-dimension 1 fractal-dimension 1 biomedical-signal-processing 1 support-vector-machines 1 realtime 1 power-spectral-density 1 openbci-cyton 1 motor-execution-classification 1 neural-network 1 electroencephalography 1 wavelet 1 neuromatch-academy 1 ecog 1 fbcnet 1 deepconvnet 1 bci2021 1 neuroimaging 1 flask 1 api 1 cnn-classification 1 ai 1 gans 1 gan 1 long-short-term-memory 1 feature-engineering 1 affective 1 transformer-architecture 1 multi-scale-convolutional-neural-network 1 variational-autoencoder 1 synthetic-dataset-generation 1 keras-tensorflow 1 data-augmentation 1 device-heterogeneity 1 transformers 1 rnn 1 resnet 1 residual-learning 1 one-shot-learning 1 lstm 1 gru 1 graph-convolutional-neural-networks 1 fully-convolutional-networks 1 densenet 1

GitHub topics: motor-imagery-classification

phanquanghung/motor-imagery-gb Fork of giangbang/BCI-EEG-project