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The Top 23 Eeg Classification Open Source Projects

Open source projects categorized as Eeg Classification
Categories > Eeg Classification
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
most recent commit 2 years ago
Eeg Dl ⭐ 563
A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.
total releases 10most recent commit a year ago
Ironbci ⭐ 443
Open-Source Brain-Computer Interface, ADS1299 and STM32
most recent commit 9 months ago
Eeg Motor Imagery Classification Cnns Tensorflow ⭐ 118
EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow
most recent commit a year ago
Attnsleep ⭐ 113
[TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"
most recent commit 9 months ago
Eeg To Text ⭐ 99
code for AAAI2022 paper "Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification"
most recent commit 5 months ago
Eeg Transformer ⭐ 79
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.
most recent commit a year ago
Eegnet ⭐ 64
[Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces - https://arxiv.org/pdf/1611.08024.pdf
most recent commit 5 years ago
Eeg Gcnn ⭐ 56
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 an oral spotlight!) at ML4H Workshop, NeurIPS 2020.
most recent commit 2 years ago
Eeg Emotion Classification ⭐ 56
most recent commit 5 years ago
Tsception ⭐ 49
[TAFFC-2022] PyTorch implementation of TSception v2
most recent commit 8 months ago
Tf_eeglearn ⭐ 43
A tensorflow implementation for EEGLearn
most recent commit 5 years ago
Lgg ⭐ 32
[TNNLS-2023] This is the PyTorch implementation of LGGNet.
most recent commit a year ago
Eeg_real_time_seizure_detection ⭐ 32
Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic Setting
most recent commit a year ago
Muse Analysis Tools ⭐ 31
A set of tools to analyze and create charts from Muse EEG devices.
total releases 19most recent commit 5 months ago
Eeg Rsenet ⭐ 31
Motor Imagery EEG Signal Classification Using Random Subspace Ensemble Network
most recent commit a year ago
Eeg With Jetsonnano ⭐ 27
Open-Source. With deep learning to neuroscience world with shield for jetson nano - JNEEG (In progress)
most recent commit a year ago
Fbcsp Python ⭐ 25
Python implemementation of the FBCSP algorithm
most recent commit 8 months ago
Eeg Based Emotion Analysis Using Deap Dataset For Supervised Machine Learning ⭐ 25
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 - Nearest Neighbor.
most recent commit 5 years ago
Iv 2a ⭐ 23
most recent commit 6 years ago
Ewtpy ⭐ 20
Empirical wavelet transform (EWT) in Python
total releases 2most recent commit 4 years ago
Abnormal Eeg Signal Classification Using Cnns ⭐ 20
This example shows how to build and train a convolutional neural network (CNN) from scratch to perform a classification task with an EEG dataset.
most recent commit a year ago
Signal2image Modules In Deep Neural Networks For Eeg Classification ⭐ 19
most recent commit 5 months ago
The 4 Latest Releases In Eeg Classification Open Source Projects
Pyeeglab ⭐ 10
Analyze and manipulate EEG data using PyEEGLab.
total releases 23latest release September 28, 2020most recent commit 4 years ago
Ewtpy ⭐ 20
Empirical wavelet transform (EWT) in Python
total releases 2latest release August 11, 2020most recent commit 4 years ago
Eeg Dl ⭐ 563
A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.
total releases 10latest release May 13, 2020most recent commit a year ago
Muse Analysis Tools ⭐ 31
A set of tools to analyze and create charts from Muse EEG devices.
total releases 19latest release January 30, 2020most recent commit 5 months ago
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