GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, datasets 2a. Final project for UCLA's EE C247: Neural Networks and Deep Learning course.
☆168Mar 26, 2020Updated 6 years ago
Alternatives and similar repositories for ECE-C247-EEG-GAN
Users that are interested in ECE-C247-EEG-GAN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This repo is for the submission for my Final Year Project on creating Synthetic EEG Data using General Adverserial Neural Networks (GANs)…☆55Aug 31, 2020Updated 5 years ago
- Clasificacion de imagenes motoras en señales EEG con CNN, LSTM y otros clasificadores☆54Apr 16, 2021Updated 5 years ago
- In AugmentBrain we investigate the performance of different data augmentation methods for the classification of Motor Imagery (MI) data u…☆22Jun 7, 2021Updated 5 years ago
- Using GAN to create synthetic and partially synthetic EEG data to augment training sets for motor imagery interaction tasks☆13Aug 27, 2019Updated 6 years ago
- Attention temporal convolutional network for EEG-based motor imagery classification☆354Nov 29, 2025Updated 8 months ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- EEG motor imagery classification using convolutional neural networks☆43Mar 25, 2023Updated 3 years ago
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆49Nov 25, 2024Updated last year
- Code to accompany our International Conference on Pattern Recognition (ICPR) paper entitled - Leveraging Synthetic Subject Invariant EEG …☆45Jul 14, 2025Updated last year
- BCI Competition IV dataset 2a☆35Jun 8, 2019Updated 7 years ago
- Repo: IEEE TNSRE Article "Modeling EEG data distribution with a Wasserstein Generative Adversarial Network (WGAN) to predict RSVP Events"…☆20Oct 26, 2021Updated 4 years ago
- ☆30Jun 25, 2025Updated last year
- This is a repository for BCI Competition 2008 dataset IV 2a fixed and optimized for python and numpy. This dataset is related with motor …☆164Jul 28, 2025Updated last year
- ☆14Jul 7, 2021Updated 5 years ago
- Project to test the accuracy of multiple algorithms published in articles to the EEG binary motor imagery problem☆19Feb 1, 2020Updated 6 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆34Jul 22, 2024Updated 2 years ago
- A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.☆1,164Jul 20, 2025Updated last year
- Clasificación de señales de EEG de imaginación motora y calculo mental con redes neuronales convolucionales y redes neuronales recurrente…☆48Aug 16, 2022Updated 3 years ago
- Classification of BCI competition VI dataset 2a using ANN by applying WPD and CSP for feature extraction☆94Mar 4, 2022Updated 4 years ago
- ECE-GY 9123 Project: GCN-Explain-Net: An Explainable Graph Convolutional Neural Network (GCN) for EEG-based Motor Imagery Classification …☆54May 20, 2021Updated 5 years ago
- Motor Imagery EEG Signal Classification Using Random Subspace Ensemble Network☆41Apr 30, 2023Updated 3 years ago
- ☆72Dec 10, 2018Updated 7 years ago
- Seeking to recreate the work demonstrated in A Multi-Branch 3D Convolutional Neural Network for EEG-Based Motor Imagery Classification by…☆18Jul 7, 2021Updated 5 years ago
- ☆17Dec 16, 2024Updated last year
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- Matlab source code of the paper "D. Wu, X. Jiang, R. Peng, W. Kong, J. Huang and Z. Zeng, Transfer Learning for Motor Imagery Based Brain…☆71Apr 23, 2023Updated 3 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆197May 10, 2025Updated last year
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆333Mar 23, 2023Updated 3 years ago
- ☆98Sep 5, 2021Updated 4 years ago
- A new approach based on a 10-layer one-dimensional convolution neural network (1D-CNN) to classify five brain states (four MI classes pl…☆175May 30, 2022Updated 4 years ago
- Using DCGAN, WGAN & WGAN-GP in Augmentation of EEG data for BCIs☆13Jan 5, 2022Updated 4 years ago
- This repository save my work about GAN applied to motor imagery eeg signals☆39Jul 25, 2025Updated last year
- Implementation of Deep Neural Networks in Keras and Tensorflow to classify motor imagery tasks using EEG data☆81Apr 12, 2018Updated 8 years ago
- Using Deep Learning techniques to classify Motor Imagery Electroencephalography (EEG) signals☆11Oct 26, 2022Updated 3 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow☆246May 20, 2024Updated 2 years ago
- Motor execution (ME)/motor imagery (MI) cross-task adaptive transfer learning algorithm for MI EEG decoding☆19Nov 15, 2023Updated 2 years ago
- Code for processing EEG data with Riemannian and deep learning-based classifiers. Additionally provides methods for data augmentation inc…☆31Aug 30, 2020Updated 5 years ago
- ☆41May 28, 2024Updated 2 years ago
- Developed an best EEG Channel Selection Model Using Technique like MIMR☆10May 1, 2022Updated 4 years ago
- Preprocesamiento de BCI Competition IV data set 2a☆11Oct 28, 2020Updated 5 years ago
- code for LMDA☆89Jul 14, 2023Updated 3 years ago