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.
☆160Updated 5 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
Sorting:
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆129Updated last year
- Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".☆90Updated 2 years ago
- Classification of BCI competition VI dataset 2a using ANN by applying WPD and CSP for feature extraction☆84Updated 3 years ago
- Clasificación de señales de EEG de imaginación motora y calculo mental con redes neuronales convolucionales y redes neuronales recurrente…☆48Updated 2 years ago
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆43Updated 5 months ago
- code for LMDA☆79Updated last year
- Implementation of filter bank common spatial pattern (FBCSP) for MI-based BCI in python☆40Updated last year
- Preprocesamiento de BCI Competition IV data set 2a☆11Updated 4 years ago
- ☆80Updated 3 years ago
- A research repository of deep learning on electroencephalographic (EEG) for Motor imagery(MI), including eeg data processing(visualizatio…☆71Updated 9 months ago
- A list of papers for motor imagery using machine learning/deep learning.☆77Updated 4 years ago
- BCI Competition IV dataset 2a☆27Updated 5 years ago
- EEG motor imagery classification using convolutional neural networks☆35Updated 2 years ago
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆13Updated 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 …☆133Updated 6 years ago
- Clasificacion de imagenes motoras en señales EEG con CNN, LSTM y otros clasificadores☆55Updated 4 years ago
- This repo is for the submission for my Final Year Project on creating Synthetic EEG Data using General Adverserial Neural Networks (GANs)…☆50Updated 4 years ago
- Pytorch implementation of EEGNet.☆45Updated 2 years ago
- An EEG dichotomy program file , using CSP and SVM.☆23Updated 4 years ago
- Deep Learning pipeline for motor-imagery classification.☆61Updated 3 years ago
- EEG Motor Imagery with Deep Learning☆13Updated 3 years ago
- Using wavelet transform to extract time-frequency features of motor imagery EEG signals, and classify it by convolutional neural network☆106Updated 5 years ago
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆66Updated 2 weeks ago
- Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-based EEG Signals☆34Updated 3 weeks ago
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆55Updated 2 years ago
- ☆68Updated 6 years ago
- The codes that I implemented during my B.Sc. project.☆22Updated 3 years ago
- ☆25Updated 3 years ago
- ☆29Updated 9 months ago
- PyTorch EEG emotion analysis using DEAP dataset☆83Updated 7 years ago