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.
☆214Updated 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
- Deep Learning with Tensor Flow for EEG MNE Epoch Objects☆269Updated 2 years ago
- [Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces - https://arxiv.o…☆293Updated 5 years ago
- EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow☆211Updated 7 months ago
- A tensorflow implementation for EEGLearn☆78Updated 5 years ago
- ☆130Updated 2 years ago
- Implementation of Deep Neural Networks in Keras and Tensorflow to classify motor imagery tasks using EEG data☆79Updated 6 years ago
- Supplementary material for systematic literature review on deep learning and EEG.☆155Updated 4 years ago
- Outdated, see new https://github.com/braindecode/braindecode☆324Updated 4 years ago
- Processed the DEAP dataset on basis of 1) PSD (power spectral density) and 2)DWT(discrete wavelet transform) features . Classifies the EE…☆125Updated 4 years ago
- EEG Sleep stage classification using CNN with Keras☆154Updated 7 months ago
- Realtime emotion recognition from EEG data.☆148Updated 6 years ago
- CNN classifier to classify MI-EEG signals☆47Updated 5 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 …☆130Updated 5 years ago
- ☆103Updated 5 years ago
- ☆72Updated 2 years ago
- ☆65Updated 6 years ago
- Generate statistical features from Electroencephalographic data☆86Updated 2 years ago
- Feature Extraction of Mental Load EEG signals☆54Updated 8 years ago
- Moved to https://github.com/TNTLFreiburg/braindecode!☆60Updated 4 years ago
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆87Updated 6 years ago
- Hands-on tutorial on deep learning for EEG classification.☆70Updated 8 months ago
- EEGdenoiseNet, a benchmark dataset, that is suited for training and testing deep learning-based EEG denoising models, as well as for comp…☆176Updated last year
- Motor Imagery Classification based on EEG at Columbia Medical Center☆47Updated 4 years ago
- PyPREP: A Python implementation of the Preprocessing Pipeline (PREP) for EEG data☆140Updated 2 weeks ago
- A set of functions for supervised feature learning/classification of mental states from EEG based on "EEG images" idea.☆724Updated 4 years ago
- Matlab code for proccesing EEG signals.☆77Updated 6 years ago
- EEG Emotion classification using the DEAP pre-processed data☆136Updated 6 years ago
- modify self-attention model for EEG signal as input and image embedding layer as output☆100Updated 5 years ago
- PyTorch EEG emotion analysis using DEAP dataset☆76Updated 7 years ago
- SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach☆228Updated 3 years ago