eeg-classification · GitHub Topics

#计算机科学#This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal classification, using Keras and Tensorflow

EEG 深度学习 convolutional-neural-networks Keras Tensorflow eeg-classification time-series-classification

Python 1.3 k

3 年前

SuperBruceJia / EEG-DL

#计算机科学#A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.

深度学习 eeg-classification eeg-signals-processing Tensorflow eeg-data cnn rnn gcn residual-learning densenet resnet lstm gru attention-mechanism fully-convolutional-networks transformer transformers

Python 1.04 k

2 年前

pieeg-club / ironbci

Wearable (BLE) Brain-Computer Interface, ADS1299 and STM32 with SDK for mobile application

ads1299 EEG bci ironbci stm32 eeg-signals-processing eeg-signals eeg-classification eeg-headset eeg-data

Python 529

11 天前

aliasvishnu / EEGNet

[Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces - https://arxiv.org/pdf/1611.08024.pdf

PyTorch eeg-classification convolutional-neural-networks bci

Jupyter Notebook 317

6 年前

eeyhsong / EEG-Transformer

#计算机科学#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 (c...

深度学习 attention-mechanism vit transformer attention EEG eeg-classification

Python 301

2 年前

snailpt / CTNet

CTNet: A Convolutional Transformer Network for EEG-Based Motor Imagery Classification

cnn motor-imagery transformer eeg-classification bci ctnet attention

Jupyter Notebook 279

1 个月前

emadeldeen24 / AttnSleep

[TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"

PyTorch eeg-classification EEG self-attention attention

Python 234

2 年前

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

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

eeg-data cnns convolutional-neural-networks Tensorflow Python EEG eeg-signals eeg-classification motor-imagery MATLAB

Python 223

1 年前

MikeWangWZHL / EEG-To-Text

code for AAAI2022 paper "Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification"

bart bert eeg-classification eeg-signals language language-model sentiment-analysis

Python 197

1 年前

zwcolin / EEG-Transformer

A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification

eeg-classification bci vit transformer

Python 177

1 个月前

neerajwagh / eeg-gcnn

#计算机科学#Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network". Accepted for publication (with...

graph-neural-networks eeg-classification eeg-signals-processing 深度学习机器学习 EEG eeg-signals neurips PyTorch

Python 173

3 年前

Piyush-Bhardwaj / EEG-based-emotion-analysis-using-DEAP-dataset-for-Supervised-Machine-Learning

#计算机科学#This project is for classification of emotions using EEG signals recorded in the DEAP dataset to achieve high accuracy score using machine learning algorithms such as Support vector machine and K - ...

机器学习 supervised-learning knn-classification eeg-classification

Python 168

6 年前