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Arl Eegmodels ⭐ 622

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

Eeglearn ⭐ 518

A set of functions for supervised feature learning/classification of mental states from EEG based on "EEG images" idea.

Bci Challenge Ner 2015 ⭐ 144

Code and documentation for the winning solution to the BCI Challenge @ NER 2015 : https://www.kaggle.com/c/inria-bci-challenge

Neurora ⭐ 130

A Python Toolbox for Multimode Neural Data Representation Analysis - A Representational Analysis Toolbox for Neuroscience, including Neural Pattern Similarity (NPS), Representational Similarity Analysis (RSA), Spatiotemporal Pattern Similarity (STPS) & Inter-Subject Correlation (ISC)

Eeg Atcnet ⭐ 100

Attention temporal convolutional network for EEG-based motor imagery classification

Eeg Classification ⭐ 91

This project was a joint effort with the neurology labs at UNL and UCD Anschutz to use deep learning to classify EEG data.

Autosleepscorer ⭐ 86

An open-source sleep stage classification Python package

Eeg Explanation Model ⭐ 60

Classification and Explanation Model of Brain Signal based on Deep Learning Model

Realtime Eeg Based Emotion Recognition ⭐ 55

Realtime emotion recognition from EEG data.

Seizure Type Classification Tuh ⭐ 51

seizure type classification using TUH dataset

Automatic EEG IC classification plugin for EEGLAB

Eegclassificationmcnn ⭐ 46

Solution for EEG Classification via Multiscale Convolutional Net coded for NeuroHack at Yandex.

A time series signal analysis and classification framework

Eeg Adapt ⭐ 39

Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".

Eeg_classification ⭐ 37

EEG Sleep stage classification using CNN with Keras

Eeg Processing Toolbox ⭐ 36

Matlab code for proccesing EEG signals.

Eeg Feature Generation ⭐ 35

Generate statistical features from Electroencephalographic data

Emotion Classification ⭐ 35

Feature selection via dependence maximization for EEG based emotion classification.

Eeg Rsenet ⭐ 31

Motor Imagery EEG Signal Classification Using Random Subspace Ensemble Network

Bci_toolbox ⭐ 29

Classification toolbox for ERP and SSVEP based BCI data

Motor Imagery Tasks Classification Using Eeg Data ⭐ 29

Implementation of Deep Neural Networks in Keras and Tensorflow to classify motor imagery tasks using EEG data

Research ⭐ 26

Motor Imagery Classification based on EEG at Columbia Medical Center

Eegmotorimagery ⭐ 24

EEG motor imagery classification using convolutional neural networks

An easy to use decoding toolbox for Matlab users.

Cnn Mi Bci ⭐ 21

CNN-SAE program for MI-BCI classification. (Based on "Tabar et al-2016-J Neural Eng. A novel deep learning approach for classification of EEG motor imagery signals")

Eeg_emotion_classifier_deap ⭐ 20

EEG Emotion classification using the DEAP pre-processed data

Signal2image Modules In Deep Neural Networks For Eeg Classification ⭐ 19

Eeg_classifier ⭐ 19

A general matlab framework for EEG data classification

BCI/NF real-time processing and classification pipeline

Nupic.eeg ⭐ 12

EEG data Classification & Anomaly Detection with NuPIC

Significant Preprocessing Method In Eeg Based Emotion Classification ⭐ 12

EEG preprocessing methods for classifying person emotions have been widely applied. However, there still remain some parts where determining significant preprocessing method can be improved.

Single Trial Eeg Classification ⭐ 11

A versatile signal processing and analysis framework for Motor-Imagery related Electroencephalogram (EEG). It mainly involves temporal and spatial filtering with classification of single trial EEG

Deap Jrp Emotion Classification ⭐ 9

Emotional Classification with the DEAP dataset using EEGLAB, matlab and python. Currently in the status of developing a more efficient and high accuracy method for emotion classification using EEG data regardless of number of channels.

P300spellerbasedeegclassification ⭐ 8

This repository contains the code for classification of EEG Signals using P300 Speller Based BCI

Code for paper "Application of Convolutional Neural Networks to Four-Class Motor Imagery Classification Problem"

Classifyeeg ⭐ 7

MATLAB functions to perform classification based upon topographic EEG data.

Eeg Signal Classification ⭐ 6

Classification of EEG samples into motor imagery classes to be used for a simple Brain-Computer Interface.

Bci_mi_csp_dnn ⭐ 5

Classification algorithm based on motor imagery brain-computer interface

Implementation of Brain Signal Classification via Learning Connectivity Structure

Gcn_for_eeg ⭐ 5

Graph Convolutional Networks for 4-class EEG Classification

Motor_imagery Based_single Channel_eeg_classification ⭐ 5

published in Global SIP 2018

Iitk_motor_eeg ⭐ 5

Motor Imagery EEG signal Classification on DWT

Offline Riemannian Ssvep ⭐ 5

Classification of SSVEP EEG trials using MDM with various distances and divergences

Biomedical Imaging ⭐ 5

Many-in-one repo: The "MNIST" of Brain Digits - Thought classification, Motor movement classification, 3D cancer detection, and Covid detection

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