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GitHub topics: eeg-classification

zwcolin/EEG-Transformer

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

Language: Python - Size: 311 KB - Last synced at: about 22 hours ago - Pushed at: about 23 hours ago - Stars: 176 - Forks: 22

ChiShengChen/QuantumEEGNet

The official repository implement of QEEGNet: Quantum Machine Learning for Enhanced Electroencephalography Encoding (IEEE SiPS2024)).

Language: Python - Size: 41 KB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 3 - Forks: 1

phseidl/jku-ml-seminar

Seminar Project and Master Thesis at IML

Language: Jupyter Notebook - Size: 149 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 5 - Forks: 1

matlab-deep-learning/Abnormal-EEG-Signal-Classification-Using-CNNs

This example shows how to build and train a convolutional neural network (CNN) from scratch to perform a classification task with an EEG dataset.

Language: MATLAB - Size: 1.87 MB - Last synced at: 4 days ago - Pushed at: over 2 years ago - Stars: 52 - Forks: 6

abhiramnaik33/NEUROCALM

🧠 NeuroCalm

Language: Jupyter Notebook - Size: 28.2 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 4 - Forks: 0

MSA-LMC/PhysioSync

The official implementation code for "PhysioSync: Temporal and Cross-Modal Contrastive Learning Inspired by Physiological Synchronization for EEG-Based Emotion Recognition"

Size: 1.95 KB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 0 - Forks: 0

comojin1994/DFformer

Towards Domain Free Transformer for Generalized EEG Pre-training

Language: Python - Size: 3.06 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 26 - Forks: 2

denev6/ADHD-EEG-ViT

🧠 Children ADHD detection with EEG signal

Language: Jupyter Notebook - Size: 78.8 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 1 - Forks: 0

vrcarva/ewtpy

Empirical wavelet transform (EWT) in Python

Language: Python - Size: 89.8 KB - Last synced at: 20 days ago - Pushed at: over 4 years ago - Stars: 89 - Forks: 20

snailpt/CTNet

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

Language: Jupyter Notebook - Size: 2.63 MB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 234 - Forks: 4

Angqi666/EEGNet-Replication

This repository contains a replication of the EEGNet code, an efficient convolutional neural network architecture for EEG-based brain–computer interface applications. The project is intended to make the original work more accessible and to serve as a basis for further research and experimentation in EEG signal analysis.

Language: Python - Size: 14.6 KB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 0 - Forks: 0

Z-Fran/DEAP-EEG-Emotion-Analyse-and-Classify

Simply emotion analyse and classify using EEG data based on DEAP dataset, using python and sklearn(SVM,KNN,Tree). 简单的EEG脑电数据情感分析,使用python和DEAP数据集。

Language: Jupyter Notebook - Size: 28.3 KB - Last synced at: 6 days ago - Pushed at: 28 days ago - Stars: 35 - Forks: 7

raphaelvallat/entropy

EntroPy: complexity of time-series in Python (DEPRECATED)

Language: Python - Size: 3.53 MB - Last synced at: 28 days ago - Pushed at: about 4 years ago - Stars: 158 - Forks: 47

SuperBruceJia/EEG-DL

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

Language: Python - Size: 938 KB - Last synced at: 29 days ago - Pushed at: over 2 years ago - Stars: 1,017 - Forks: 229

AshrithSagar/EEG-Imagined-speech-recognition

Imagined speech recognition using EEG signals. KaraOne database, FEIS database.

Language: Python - Size: 219 KB - Last synced at: 30 days ago - Pushed at: 10 months ago - Stars: 14 - Forks: 1

SheepTAO/dpeeg

Deep Learning with EEG.

Language: Python - Size: 2.67 MB - Last synced at: 15 days ago - Pushed at: 6 months ago - Stars: 16 - Forks: 3

Eslam21/ArEEG-an-Open-Access-Arabic-Inner-Speech-EEG-Dataset

Repository contains all code needed to work with ArEEG dataset

Language: Jupyter Notebook - Size: 1.02 GB - Last synced at: 30 days ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 2

HasibAlTahsin/HasibAlTahsin09

EEG Signal Analysis: A Comprehensive Review and Comparative Study

Language: Jupyter Notebook - Size: 0 Bytes - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

pbizopoulos/signal2image-modules-in-deep-neural-networks-for-eeg-classification

Language: Python - Size: 28.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 21 - Forks: 4

pieeg-club/EEG-with-JetsonNano

Open-Source. With deep learning to neuroscience world with shield for jetson nano - JNEEG

Language: Python - Size: 9.05 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 49 - Forks: 7

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: about 1 month ago - Pushed at: 12 months ago - Stars: 217 - Forks: 48

rlhinrichs/deepsleepai

🧠 DeepSleepAI – EEG Signal Automated Classification

Size: 13.7 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

gerdis/EEG_subject_classification

Identification of individuals from their EEG readings using an attention-supported tribrid ConvNet

Language: Jupyter Notebook - Size: 584 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

pieeg-club/ironbci

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

Language: Python - Size: 6.75 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 518 - Forks: 47

digital-cinema-arts/Muse-Analysis-Tools

A set of tools to analyze and create charts from Muse EEG devices.

Language: Python - Size: 64.3 MB - Last synced at: 6 days ago - Pushed at: over 1 year ago - Stars: 37 - Forks: 10

IoBT-VISTEC/MIN2Net

End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)

Language: Python - Size: 19.4 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 87 - Forks: 26

hancan16/SST-DPN

A Lightweight and High Performance Neural network for MI-EEG decoding

Language: Python - Size: 983 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 19 - Forks: 2

reshalfahsi/eeg-motor-imagery-classification

EEG Motor Imagery Classification Using CNN, Transformer, and MLP

Language: Jupyter Notebook - Size: 4.69 MB - Last synced at: 29 days ago - Pushed at: about 1 year ago - Stars: 28 - Forks: 5

Raghav714/EEG-Emotion-classification

Language: Python - Size: 3.88 MB - Last synced at: about 1 month ago - Pushed at: about 6 years ago - Stars: 104 - Forks: 36

SuperBruceJia/EEG-BayesianCNN

This is an EEG Signals Classification based on Bayesian Convolutional Neural Network (Bayesian CNNs) via Variational Inference.

Language: Python - Size: 204 KB - Last synced at: 20 days ago - Pushed at: over 4 years ago - Stars: 30 - Forks: 3

aristotelisballas/biodg

BioDG is a publically available framework for the evaluation of Domain Generalization algorithms in Biosignal Classification.

Language: Python - Size: 204 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 17 - Forks: 3

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: 2 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 1

Ildaron/3.eeg_recognation

Machine learning for Anonymous detection of an alcoholic by EEG signals

Language: Python - Size: 1.28 MB - Last synced at: 27 days ago - Pushed at: over 3 years ago - Stars: 30 - Forks: 10

amjabb/eegMindReader

Software for EEG BCI communication, along with companion IOS app.

Language: C - Size: 33 MB - Last synced at: about 2 months ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 3

HeyyyyyyG/Multi-souce-Separation-and-Alignment-Network-for-EEG-Emotion-Classification

Transfer learning for multi source EEG-emotion-classification

Language: Python - Size: 22.5 MB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 14 - Forks: 7

zrr1999/eeg-networks-pytorch

Implementation of various simple networks based on PyTorch to classify EEG signals.

Language: Python - Size: 50.8 KB - Last synced at: 30 days ago - Pushed at: 6 months ago - Stars: 8 - Forks: 0

reyhanhosavci/Signal-Processing-Projects

Signal processing - includes different projects

Language: MATLAB - Size: 1.63 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 1

faezeh-gholamrezaie/Fine-Tuning-Large-Language-Models-for-Sleep-Stage-Classification

Fine-tuning Large Language Models (LLMs) using QLoRA on EEG data for efficient sleep stage classification and pattern recognition.

Language: Jupyter Notebook - Size: 31.8 MB - Last synced at: 11 days ago - Pushed at: 4 months ago - Stars: 0 - Forks: 1

SaranDharshanSP/NeuroScribe

Translating Thoughts into Written Words with Robotic Finesse and Vocal Feedback

Language: C - Size: 86.6 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 6 - Forks: 11

Avir-AI/EEG_Applications_Hub

This curated list highlights the latest breakthroughs in EEG and AI integration, providing a user-friendly guide for researchers, students, and hobbyists to explore advancements and applications in this exciting field.

Size: 2.74 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 9 - Forks: 1

NorhanAbdelhafez/NeuroPhone-RealTime-BrainMobilePhone-Interface

A research project that explores the potential of DL models in detecting ERP (p300) in EEG signals. From EDA to modeling, we developed an end-to-end training and evaluation workflow that achieved an accuracy of 98% on the EPFL dataset. We utilized the achieved results in building a Neurophone and using the famous EMOTIV headset for EEG measurement.

Language: Jupyter Notebook - Size: 224 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 4 - Forks: 5

VinjamuriLab/P300-LieDetection

This project focuses on leveraging electroencephalography (EEG) data to detect deception through the P300 response.

Language: Jupyter Notebook - Size: 2.09 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

riggraz/valence-arousal-classification-from-eeg

Statistical comparison study of valence-arousal classifiers from EEG signals on DEAP and MANHOB datasets

Language: Python - Size: 159 MB - Last synced at: 17 days ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 1

AlessioZanga/PyEEGLab 📦

Analyze and manipulate EEG data using PyEEGLab.

Language: Python - Size: 1.04 GB - Last synced at: 28 days ago - Pushed at: over 4 years ago - Stars: 61 - Forks: 23

nikk-nikaznan/SSVEP_Stimuli

Code to accompany our International Conference on Robotics and Automation (ICRA) paper entitled - Using variable natural environment brain-computer interface stimuli for real-time humanoid robot navigation.

Language: Python - Size: 43 KB - Last synced at: 5 months ago - Pushed at: 11 months ago - Stars: 10 - Forks: 2

Abdelrhman-Ellithy/GP-EEG-Controlled-Robotic-Arm

This project showcases the development of an EEG-controlled 4DOF Robotic Arm using the STM32f103c8t6 microcontroller (Blue Pill). The arm is designed to perform basic movements controlled by EEG signals, making it suitable for assistive technologies and prosthetic applications.

Language: C - Size: 860 KB - Last synced at: about 1 month ago - Pushed at: 5 months ago - Stars: 0 - 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: 5 months ago - Pushed at: 5 months ago - Stars: 7 - Forks: 0

Youssef-Ashraf71/SSVEP-Based-Brain-Computer-Interface-EEG-Classification-and-Visualization

A robust system for analyzing EEG data from a 12-class Steady-State Visual Evoked Potentials (SSVEP) dataset.

Language: Jupyter Notebook - Size: 1.76 MB - Last synced at: about 1 month ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

rNuv/bci-movement-decoding

Research Project - Using SVMs to predict movement intent from EEG signals

Language: Python - Size: 3.68 MB - Last synced at: about 2 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

prash030/signal_processing_projects

This repository consists of codes that I developed for EEG and ECG signal processing

Language: MATLAB - Size: 29.3 KB - Last synced at: about 1 month ago - Pushed at: over 5 years ago - Stars: 6 - Forks: 1

kevmtan/electroCUDA

Robust electrophysiology tools with GPU acceleration

Language: Cuda - Size: 256 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 14 - Forks: 0

AlessioLucciola/eeg-personality-estimation

This project proposes an innovative approach to personality estimation from EEG data using Transformer architectures.

Language: Python - Size: 88.3 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

cepdnaclk/e16-4yp-Enhancing-Video-Game-Experience-With-Brain-Computer-Interface

Developing a video game interface that uses the brain-computer interface (BCI) based on electroencephalography (EEG).

Language: Jupyter Notebook - Size: 40.6 MB - Last synced at: 10 days ago - Pushed at: about 2 years ago - Stars: 3 - Forks: 2

earthat/Depression-Detection-Project-Code-Moduless

Depression Detection by Advanced Graph Deep Learning

Language: Jupyter Notebook - Size: 4.64 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

Lin-TzuLing/NYCU-DLP-2023

Deep Learning & Labs Course, NYCU, 2023

Language: Jupyter Notebook - Size: 82.3 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 1 - Forks: 0

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: 7 months ago - Pushed at: 7 months ago - Stars: 2 - Forks: 0

cia-ulaval/EEG_Interface

A Brain-Computer Interface (BCI) project for processing and classifying EEG data

Language: Python - Size: 11.5 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 5 - Forks: 0

zabir-nabil/eeg-rsenet

Motor Imagery EEG Signal Classification Using Random Subspace Ensemble Network

Language: Jupyter Notebook - Size: 12.8 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 40 - Forks: 13

MohrezSheikh/ViT-EEG

Vision Transformer Based EEG Classification

Language: Python - Size: 31.3 KB - Last synced at: 8 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

MohrezSheikh/EEG-Based-Schizophrenia-Detection

Deep-Transfer-Learning-with-CNN-for-EEG-signals-in-diagnosing-Schizophrenia-patients.

Language: Jupyter Notebook - Size: 237 KB - Last synced at: 8 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

IoBT-VISTEC/Decoding-EEG-during-AO-MI-ME

The decoding of continuous EEG rhythms during action observation (AO), motor imagery (MI), and motor execution (ME) for standing and sitting. (IEEE Sensors Journal)

Language: Python - Size: 18.7 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 34 - Forks: 16

Tech-sculpt/NeuroAd

NeuroAd uses EEG data to predict how audiences will engage with advertisements. By analyzing brainwave patterns, it provides insights into ad performance, helping optimize content before launch. This project combines neuroscience with machine learning for a data-driven approach to enhancing ad effectiveness.

Language: HTML - Size: 13.5 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 0

edw4rdyao/eeg_mi_dl

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: 9 months ago - Pushed at: 9 months ago - Stars: 50 - Forks: 4

Aliarcher/Medical-Analysis

This repository contains Medical Analysis projects

Language: Jupyter Notebook - Size: 246 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 2

yaxan/EEG-gaming-and-speech

EEG Brain-Computer Interface to play Flappy Bird and use SSVEP to communicate

Language: Python - Size: 5.13 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 23 - Forks: 3

Ahmed-Habashy/Enhancing-Cross-Subject-Motor-Imagery-Classification-using-VGG-based-CNN-and-WGANs

This code is for classifying spectrogram images of Motor Movement/Imagery tasks using a CNN and WGAN.

Language: Python - Size: 18.1 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 1

MexsonFernandes/EEG-controlled-Robot-using-Neurosky-Mindwave-Mobile2

Mobile Robot controlled using Neurosky Mindwave headset. This repository contains the data collection and robot control scripts developed using C#. Features of the data has been extracted using EMD and HHT formulaes.

Language: C# - Size: 36.7 MB - Last synced at: 10 months ago - Pushed at: over 3 years ago - Stars: 20 - Forks: 16

FENRlR/EEGformer

Unofficial implementation of EEGformer

Language: Python - Size: 3.12 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

MikeWangWZHL/EEG-To-Text 📦

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

Language: Python - Size: 9.91 MB - Last synced at: 10 months ago - Pushed at: 11 months ago - Stars: 143 - Forks: 32

cmariot/total_perspective_vortex

This project aims to create a brain computer interface based on electroencephalographic data (EEG data) with the help of machine learning algorithms.

Language: Python - Size: 1.82 GB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

fatma-ahmed19/Motor-Imagery-based-Photo-Viewer

The Motor Imagery Based Photo Viewer uses brain-computer interface (BCI) technology to display images based on EEG signals from motor imagery tasks. It analyzes brain activity with advanced signal processing and machine learning, enabling users to interact with photos through mental commands via an intuitive GUI.

Language: Jupyter Notebook - Size: 1.49 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

shyammarjit/EEG-Emotion-Recognition

EEG-Based Emotion Recognition

Language: Jupyter Notebook - Size: 3.95 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 31 - Forks: 9

jesus-333/FBCSP-Python

Python implemementation of the FBCSP algorithm

Language: Python - Size: 166 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 32 - Forks: 6

manishthilagar/Neural-Signal-Processing

Language: Jupyter Notebook - Size: 12.7 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

km-o/MUSE-Act

脳波で遊ぶゲーム改

Language: ShaderLab - Size: 48.8 MB - Last synced at: 11 months ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

paul-shuvo/muse-data-acquisition-tool

:cyclone: A simple program to connect to the MUSE headband and save the EEG data. This can be used to configure experiments or to develop BCI applications.

Language: Python - Size: 9.77 KB - Last synced at: 12 months ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 1

phamhoai366/EEG-signal-analysis-for-stress-studies

Detect stress use EEG signal and Deep learning

Language: Jupyter Notebook - Size: 44.9 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 1 - Forks: 0

peterwhycs/T-BEAR

Detect EEG artifacts, outliers, or anomalies using supervised machine learning.

Language: Python - Size: 180 MB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 12 - Forks: 2

efwoods/Decoding-EEG-during-AO-MI-ME Fork of IoBT-VISTEC/Decoding-EEG-during-AO-MI-ME

Improvement upon the IEEE Sensors Journal research of decoding of continuous EEG rhythms during action observation (AO), motor imagery (MI), and motor execution (ME) for standing and sitting.

Language: Python - Size: 19 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

PoCInnovation/Serinity

EEG Introduction and mind letter recognition system made by 3 students.

Language: PureBasic - Size: 125 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 1

Arsu-Lab/Different-Algorithms-Uncover-Different-Patterns-BrainAge-Prediction

Github Repository for the paper "Different Algorithms (Might) Uncover Different Patterns: A Brain-Age Prediction Case Study" - BIBM 2023

Language: Jupyter Notebook - Size: 68.5 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0

yi-ding-cs/TSception

[TAFFC-2022] PyTorch implementation of TSception v2

Language: Python - Size: 46.9 KB - Last synced at: 12 months ago - Pushed at: over 1 year ago - Stars: 71 - Forks: 17

aspyridakos/EEG-Based-Motor-Imagery-Decoding-with-Deep-Learning

Processing EEG data using Speechbrain-MOABB and model tuning to get best results

Language: Jupyter Notebook - Size: 1.82 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

aheschl1/Eeg_AIRS_Project

EEG Classification

Size: 1.74 GB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 1

Ri7Sh/CognitiveLoad

Language: Jupyter Notebook - Size: 94.7 KB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 1

nabilalibou/EEG_kaggle_sandbox

Exploring Brain Signal Processing Pipelines for Kaggle Challenges

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

lowlighter/brain 📦

🧠 Study about electrical activity of the brain retrieved from an EEG headset (repo in french).

Language: JavaScript - Size: 36.9 MB - Last synced at: 6 months ago - Pushed at: over 4 years ago - Stars: 8 - Forks: 3

yi-ding-cs/LGG

[TNNLS-2023] This is the PyTorch implementation of LGGNet.

Language: Python - Size: 86.9 KB - Last synced at: 12 months ago - Pushed at: over 1 year ago - Stars: 61 - Forks: 13

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: about 1 year ago - Pushed at: about 2 years ago - Stars: 9 - Forks: 0

agusmarz/AI-Litoral-2023-Competition

This is the pipeline which I used to participate in https://www.kaggle.com/competitions/habla-imaginada-clasificacion-senales-EEG

Language: Jupyter Notebook - Size: 16.6 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

AITRICS/EEG_real_time_seizure_detection

Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic Setting (CHIL 2022)

Language: Python - Size: 6.92 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 64 - Forks: 24

sanmevv/eeg-schizophrenia

Enhancing early schizophrenia detection in adolescents through unconventional EEG signal preprocessing methods and advanced deep learning models.

Language: Jupyter Notebook - Size: 5.95 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 2

ssaket/eeg-analysis-notebooks

Notebooks for cleaning, filtering, and performing ICA, Mass-univariate and Decoding analysis

Language: Jupyter Notebook - Size: 11 MB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

enriquetomasmb/bci

Framework for P300 wave detection and noise-based cyberattacks in Brain-Computer Interfaces - Enrique Tomás Martínez Beltrán

Language: Jupyter Notebook - Size: 117 MB - Last synced at: 9 months ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 2

FilippoCastellani/CaVe

Biomedical Signal Processing & Medical Images - projects realized by a team of students from Politecnico di Milano.

Language: MATLAB - Size: 256 MB - Last synced at: 11 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

neuroeeg/ANN4EEG

ANN4EEG is a convolutional neural network toolkit for EEG-mediated drug-target interaction prediction. This approach for drug-target interaction prediction can explain the mechanisms underlying complicated drug actions, as it allows the identification of similarities in the mechanisms of action and effects of psychotropic drugs.

Language: Python - Size: 53.7 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 10 - Forks: 1

IoBT-VISTEC/EEGWaveNet

source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Industrial Informatics)

Language: Python - Size: 644 KB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 33 - Forks: 6

PhilKes/ML-BCI

Machine Learning based Brain Computer Interface (BCI) by analyzing EEG Data using PyTorch

Language: Python - Size: 57.8 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

EugenioBertolini/eegCNN-AMUSE

CNN for ERP classification of the AMUSE dataset.

Language: Python - Size: 94.7 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

brain-modelling-group/functional-brain-age

Working example of EEG-based functional brain age (FBA) predictions

Language: MATLAB - Size: 165 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

Related Keywords
eeg-classification 199 eeg 91 eeg-signals 52 machine-learning 47 eeg-analysis 47 deep-learning 46 eeg-signals-processing 31 bci 29 brain-computer-interface 25 pytorch 21 python 21 eeg-data 20 signal-processing 19 cnn 18 convolutional-neural-networks 15 motor-imagery-classification 13 motor-imagery 11 tensorflow 10 classification 8 emotion-recognition 7 deep-neural-networks 7 transformer 7 matlab 7 mne-python 7 motor-imagery-eeg 6 eegnet 6 csp 6 transfer-learning 6 neural-networks 6 svm-classifier 6 neural-network 6 neuroscience 6 eeg-headset 6 sleep-stage-classification 5 bci-systems 5 keras 5 deap-dataset 5 time-series 5 python3 5 biosignals 4 electroencephalogram 4 erp 4 lstm 4 p300 4 eeg-preprocessing 3 fbcsp 3 fourier-transform 3 attention-mechanism 3 electrophysiology 3 gcn 3 feature-extraction 3 gru 3 sleep-staging 3 ica 3 resnet 3 rnn 3 graph-neural-networks 3 moabb 3 machine-learning-algorithms 3 svm 3 seizure-detection 3 self-supervised-learning 3 ml 3 pre-trained-model 3 lstm-neural-networks 3 ai 3 support-vector-machines 3 openbci 3 p300-speller 3 dataset 3 bci-speller 3 electroencephalography 3 scikit-learn 3 attention 3 random-forest 2 p300-classification 2 backpropagation 2 ml4h 2 eeg-net 2 sleep-analysis 2 ecg 2 bayesian-methods 2 bayesian-inference 2 flask 2 motor-imagery-tasks 2 event-related-potentials 2 multi-task-learning 2 eeg-signals-classification 2 ddpg 2 ecg-classification 2 sklearn 2 vit 2 preprocessing-pipeline 2 thesis 2 artifact-rejection 2 deepconvnet 2 dqn 2 alcohol 2 diabetic-retinopathy-detection 2 fourier-analysis 2