dyq0811 / EEG-Transformer-seq2seqLinks
Modified transformer network utilizing the attention mechanism for time series or any other numerical data. 6.100 project at MIT Media Lab.
☆58Updated 5 years ago
Alternatives and similar repositories for EEG-Transformer-seq2seq
Users that are interested in EEG-Transformer-seq2seq are comparing it to the libraries listed below
Sorting:
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆47Updated 2 years ago
- SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging☆58Updated 4 years ago
- Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification.☆85Updated 10 months ago
- Parallel Spatial--Temporal Self-attention CNN-based Motor Imagery Classification for BCI☆32Updated 4 years ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆36Updated 3 months ago
- Classify ECG signals into predefined categories based on heartbeat abnormality by transforming time series to images☆23Updated 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)…☆56Updated 5 years ago
- U-Time: A Fully Convolutional Network for Time Series Segmentation☆304Updated 6 months ago
- Multivariate Time Series Classification Model with Attentional Prototype Network☆46Updated 7 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆39Updated last year
- Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning☆48Updated 2 years ago
- Efficient Transfer Learning with Meta Update for Cross Subject EEG Classification☆44Updated 2 years ago
- Construct a model, which contains channel-attention, CNN, LSTM, self-attention, to classify EEG data;☆11Updated 4 years ago
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆44Updated 2 years ago
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆39Updated 2 years ago
- Do not sleep on traditional machine learning for sleep stage scoring☆52Updated 2 years ago
- This is an EEG Signals Classification based on Bayesian Convolutional Neural Network (Bayesian CNNs) via Variational Inference.☆31Updated 5 years ago
- TTS-CGAN: A Transformer Time-Series Conditional GAN for Biosignal Data Augmentation☆83Updated 3 years ago
- Code for processing EEG data with Riemannian and deep learning-based classifiers. Additionally provides methods for data augmentation inc…☆30Updated 5 years ago
- paper for “Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification”☆14Updated 5 years ago
- EEG emotion recognition based on Temporal convolutional network☆25Updated 6 years ago
- ☆38Updated 4 years ago
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆108Updated 2 years ago
- Existing work in the field of BCI treats deep learning models as black-box classifiers. In this project, we develop a novel model named "…☆24Updated 3 years ago
- A list of papers for physiological signal classification using machine learning/deep learning.☆245Updated 3 years ago
- Transfer learning for sleep stage detection☆35Updated 4 years ago
- [TPAMI 2023] Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification☆169Updated last year
- LSTM-GAN for generate plausible ECG signals☆100Updated 5 years ago
- Analysis of Transformer attention in EEG signal classification☆48Updated last year
- Data augmentation using synthetic data for time series classification with deep residual networks☆182Updated 7 years ago