James-Mc1ntyre / DeepLearningProjectLinks
Using Deep Learning techniques to classify Motor Imagery Electroencephalography (EEG) signals
☆10Updated 3 years ago
Alternatives and similar repositories for DeepLearningProject
Users that are interested in DeepLearningProject are comparing it to the libraries listed below
Sorting:
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆64Updated 3 years ago
- ☆14Updated last year
- End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)☆100Updated 7 months ago
- ☆15Updated 2 years ago
- Code for processing and managing data for EEG-based emotion recognition of individuals with and without Autism. EEG and other clinical da…☆57Updated 6 months ago
- This repository compares typical and advanced modeling approaches for EEG Emotion Recognition.☆30Updated 3 years ago
- This repository contains the code for emotion recognition using wavelet transform and svm classifiers' rbf kernel.☆35Updated 2 years ago
- ☆42Updated 5 years ago
- ☆108Updated 6 years ago
- A toolbox for EEG signals processing. Welcome to join and build!☆13Updated 3 years ago
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆99Updated 6 months ago
- [TNNLS-2025] This is the pytorch implementation of EmT, a graph-transformer for EEG emotion recognition.☆84Updated 4 months ago
- EEG Artifact Removal Using Deep Learning (source code, IEEE Journal of Biomedical and Health Informatics)☆43Updated 3 years ago
- ☆29Updated last year
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆51Updated last year
- Application prepares data to learning process. Including preprocessing, cleaning, reformating, feature extraction using PyEEG library and…☆34Updated 5 years ago
- PyTorch EEG emotion analysis using DEAP dataset☆93Updated 8 years ago
- This project describes the necessary code to implement an EEG-based emotion recognition using SincNet [Ravanelli & Bengio 2018] including…☆79Updated 6 months ago
- This repo is for the submission for my Final Year Project on creating Synthetic EEG Data using General Adverserial Neural Networks (GANs)…☆55Updated 5 years ago
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆95Updated 7 years ago
- EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow☆237Updated last year
- Deep learning model for EEG artifact removal☆79Updated 3 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆95Updated 3 years ago
- SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach☆262Updated 4 years ago
- ☆33Updated 9 months ago
- ☆20Updated 4 years ago
- SOTA methods for performing emotion classification using Transformers.☆21Updated 3 years ago
- Emotion recognition can be achieved by obtaining signals from the brain by EEG . This test records the activity of the brain in form of w…☆132Updated 4 years ago
- EEG Sleep stage classification using CNN with Keras☆181Updated last year
- GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, da…☆172Updated 5 years ago