krishk97 / ECE-C247-EEG-GAN
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.
☆156Updated 4 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
- Classification of BCI competition VI dataset 2a using ANN by applying WPD and CSP for feature extraction☆81Updated 2 years ago
- A list of papers for motor imagery using machine learning/deep learning.☆65Updated 4 years ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆121Updated last year
- A research repository of deep learning on electroencephalographic (EEG) for Motor imagery(MI), including eeg data processing(visualizatio…☆65Updated 7 months ago
- Clasificación de señales de EEG de imaginación motora y calculo mental con redes neuronales convolucionales y redes neuronales recurrente…☆47Updated 2 years ago
- Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".☆89Updated 2 years ago
- ☆75Updated 3 years ago
- Pytorch implementation of EEGNet.☆44Updated 2 years ago
- Clasificacion de imagenes motoras en señales EEG con CNN, LSTM y otros clasificadores☆54Updated 3 years ago
- Implementation of filter bank common spatial pattern (FBCSP) for MI-based BCI in python☆39Updated last year
- code for LMDA☆71Updated last year
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆41Updated 3 months ago
- Deep Learning pipeline for motor-imagery classification.☆59Updated 3 years ago
- This repo is for the submission for my Final Year Project on creating Synthetic EEG Data using General Adverserial Neural Networks (GANs)…☆49Updated 4 years ago
- Preprocesamiento de BCI Competition IV data set 2a☆11Updated 4 years ago
- BCI Competition IV dataset 2a☆26Updated 5 years ago
- EEG motor imagery classification using convolutional neural networks☆35Updated last year
- The codes that I implemented during my B.Sc. project.☆22Updated 3 years ago
- An EEG dichotomy program file , using CSP and SVM.☆23Updated 4 years ago
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆61Updated 2 months ago
- This is a repository for BCI Competition 2008 dataset IV 2a fixed and optimized for python and numpy. This dataset is related with motor …☆129Updated 6 years ago
- EEG Motor Imagery with Deep Learning☆13Updated 3 years ago
- EEG-based emotion classification using DEAP dataset☆128Updated 2 years ago
- EEG Motor Imagery Classification Using CNN, Transformer, and MLP☆25Updated 11 months ago
- Attention temporal convolutional network for EEG-based motor imagery classification☆219Updated 2 months ago
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆37Updated 5 years ago
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆12Updated last year
- Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-based EEG Signals☆33Updated 2 years ago
- Developed an best EEG Channel Selection Model Using Technique like MIMR☆10Updated 2 years ago
- A template: for deep learning processing BCI-2A-Data, including loading data, preprocessing, training, testing, saving the best model, vi…☆16Updated 10 months ago