weiming1122 / 1D-ResNet-SE-LSTM
Codes for the paper 'Automatic sleep staging by a hybrid model based on deep 1D-ResNet-SE and LSTM with single-channel raw EEG signals' https://www.biorxiv.org/content/10.1101/2023.03.29.534672v1 & https://peerj.com/articles/cs-1561/
☆16Updated last year
Related projects ⓘ
Alternatives and complementary repositories for 1D-ResNet-SE-LSTM
- This model replaces the original CompactCNN with a Transformer model. It is designed to classify 1D EEG signals for the purpose of dr…☆10Updated last year
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 3 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆28Updated 6 months ago
- Construct a model, which contains channel-attention, CNN, LSTM, self-attention, to classify EEG data;☆9Updated 2 years ago
- The final project for ECE C147/C247, which evaluates the performance of CNN + Transformer and CNN + GRU + SimpleRNN models on an EEG data…☆12Updated last year
- ☆12Updated last year
- Emotion recognition base on EEG.☆16Updated last year
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆24Updated last year
- A CNN + LSTM architecture to predict seizure from EEG data☆43Updated last year
- GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification☆28Updated 3 years ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆31Updated 2 years ago
- PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition☆47Updated 6 months ago
- Modified transformer network utilizing the attention mechanism for time series or any other numerical data. 6.100 project at MIT Media La…☆59Updated 3 years ago
- Construct a model, which contains channel-attention, CNN, LSTM, self-attention, to classify EEG data;☆3Updated 2 years ago
- 基于单通道脑电信号的自动睡眠分期研究（Automatic Sleep Staging Based on EEG Signal using Deep Network）☆24Updated last year
- MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification☆21Updated 2 years ago
- ☆29Updated last year
- ☆18Updated 4 years ago
- Developed an best EEG Channel Selection Model Using Technique like MIMR☆10Updated 2 years ago
- GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification☆115Updated 3 years ago
- Transfer learning for multi source EEG-emotion-classification☆12Updated 4 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆39Updated last year
- My master thesis about emotion recognition from EEG data with a time series transformer☆22Updated last year
- ☆35Updated 5 years ago
- Feature selection for DEAP data☆8Updated 2 years ago
- Codes for our paper "Triple-Attention-based Spatio-Temporal-Spectral Convolutional Network for Epileptic Seizure Prediction "☆13Updated 2 years ago
- EEG emotion recognition based on Temporal convolutional network☆24Updated 5 years ago
- EEG Data Classification with CNN, LSTM/GRU, and Mixed LSTM Models☆36Updated 5 years ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆26Updated last year
- Repetition code of the model for the paper "EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks" in pytorch☆89Updated last year