CVxTz / EEG_classification
EEG Sleep stage classification using CNN with Keras
☆168Updated 10 months ago
Alternatives and similar repositories for EEG_classification
Users that are interested in EEG_classification are comparing it to the libraries listed below
Sorting:
- EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow☆220Updated 11 months ago
- SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach☆244Updated 3 years ago
- ☆105Updated 6 years ago
- CNN classifier to classify MI-EEG signals☆50Updated 5 years ago
- EEG Data Classification with CNN, LSTM/GRU, and Mixed LSTM Models☆39Updated 5 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo fro…☆144Updated last year
- Implementation of Deep Neural Networks in Keras and Tensorflow to classify motor imagery tasks using EEG data☆79Updated 7 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
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆92Updated 6 years ago
- Motor Imagery Classification based on EEG at Columbia Medical Center☆47Updated 4 years ago
- Feature Extraction of Mental Load EEG signals☆56Updated 8 years ago
- GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, da…☆160Updated 5 years ago
- The project is about applying CNNs to EEG data from CHB-MIT to predict seizure☆114Updated last year
- Moved to https://github.com/TNTLFreiburg/braindecode!☆62Updated 5 years ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆129Updated last year
- Code for the paper "A Convolutional neural network for sleep stage scoring from raw single-channel EEG"☆59Updated 7 years ago
- ☆129Updated 2 years ago
- PyTorch EEG emotion analysis using DEAP dataset☆83Updated 7 years ago
- Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".☆90Updated 2 years ago
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆102Updated last year
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆229Updated last year
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆13Updated last year
- modify self-attention model for EEG signal as input and image embedding layer as output☆102Updated 5 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
- EEG motor imagery classification using convolutional neural networks☆35Updated 2 years ago
- Emotion Recognition, EEG Mapping, Azimuthal Projection Technique, CNN☆47Updated 4 years ago
- 1D Convolutional Neural Networks for P300 detection from EEG signals☆87Updated 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
- This toolbox offers 30 types of EEG feature extraction methods (HA, HM, HC, and etc.) for Electroencephalogram (EEG) applications.☆88Updated 4 years ago
- EEG-based emotion classification using DEAP dataset☆139Updated 2 years ago