tevisgehr / EEG-Classification
This project was a joint effort with the neurology labs at UNL and UCD Anschutz to use deep learning to classify EEG data.
☆215Updated 7 years ago
Alternatives and similar repositories for EEG-Classification:
Users that are interested in EEG-Classification are comparing it to the libraries listed below
- [Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces - https://arxiv.o…☆307Updated 5 years ago
- Deep Learning with Tensor Flow for EEG MNE Epoch Objects☆275Updated 2 years ago
- Supplementary material for systematic literature review on deep learning and EEG.☆155Updated 5 years ago
- EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow☆217Updated 10 months ago
- A tensorflow implementation for EEGLearn☆78Updated 5 years ago
- ☆105Updated 6 years ago
- ☆129Updated 2 years ago
- Processed the DEAP dataset on basis of 1) PSD (power spectral density) and 2)DWT(discrete wavelet transform) features . Classifies the EE…☆128Updated 4 years ago
- EEG Sleep stage classification using CNN with Keras☆163Updated 9 months ago
- CNN classifier to classify MI-EEG signals☆49Updated 5 years ago
- EEGdenoiseNet, a benchmark dataset, that is suited for training and testing deep learning-based EEG denoising models, as well as for comp…☆185Updated last year
- Motor Imagery Classification based on EEG at Columbia Medical Center☆47Updated 4 years ago
- Moved to https://github.com/TNTLFreiburg/braindecode!☆61Updated 4 years ago
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆90Updated 6 years 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 …☆132Updated 6 years ago
- ☆40Updated 4 years ago
- Feature Extraction of Mental Load EEG signals☆56Updated 8 years ago
- PyTorch EEG emotion analysis using DEAP dataset☆80Updated 7 years ago
- PyPREP: A Python implementation of the Preprocessing Pipeline (PREP) for EEG data☆148Updated 3 months ago
- Demonstrate the code used in "Using Recurrent Neural Networks for P300-Based Brain-Computer Interface"☆31Updated 7 years ago
- EEG Emotion classification using the DEAP pre-processed data☆143Updated 6 years ago
- Outdated, see new https://github.com/braindecode/braindecode☆327Updated 4 years ago
- ☆73Updated 2 years ago
- Deep Learning EEG Playground☆73Updated 7 months ago
- Implementation of Deep Neural Networks in Keras and Tensorflow to classify motor imagery tasks using EEG data☆78Updated 6 years ago
- Hands-on tutorial on deep learning for EEG classification.☆72Updated 10 months ago
- Matlab code for proccesing EEG signals.☆80Updated 6 years ago
- 🔧🧠 MEEGkit: MEG & EEG processing toolkit in Python☆196Updated 2 months ago
- ☆68Updated 6 years ago
- Python + EEG/MEG = PyEEG☆256Updated last year