yangdai97 / MultiChannelSleepNetLinks
[IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"
☆52Updated 2 years ago
Alternatives and similar repositories for MultiChannelSleepNet
Users that are interested in MultiChannelSleepNet are comparing it to the libraries listed below
Sorting:
- A list of papers for sleep stages classification using machine learning/deep learning.☆91Updated 2 years ago
- ☆20Updated 2 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆37Updated last year
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆238Updated last year
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 3 years ago
- ☆29Updated last year
- The official code implementation for "DMMR: Cross-Subject Domain Generalization for EEG-Based Emotion Recognition via Denoising Mixed Mut…☆50Updated last month
- [Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆61Updated 5 months ago
- An all-in-one EEG feature extraction toobox, including statistical features, Hjorth parameters, entropy, nonlinear features, power spectr…☆43Updated last year
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆24Updated 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)☆32Updated 2 years ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆131Updated last year
- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆18Updated last month
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991☆66Updated last year
- code for LMDA☆81Updated 2 years ago
- This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I …☆65Updated 2 years ago
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆57Updated 2 years ago
- ☆21Updated last year
- Multi-modal Physiological Signals based Squeeze-and-Excitation Network with Domain Adversarial Learning for Sleep Staging☆19Updated 5 months ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆179Updated 2 months ago
- Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model☆32Updated 9 months ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆75Updated 3 years ago
- Clasificación de señales de EEG de imaginación motora y calculo mental con redes neuronales convolucionales y redes neuronales recurrente…☆47Updated 2 years ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆123Updated last year
- Construct a model, which contains channel-attention, CNN, LSTM, self-attention, to classify EEG data;☆11Updated 3 years ago
- [TNNLS-2023] This is the PyTorch implementation of LGGNet.☆111Updated last year
- ☆34Updated 7 months ago
- PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition☆61Updated last year
- A list of papers for physiological signal classification using machine learning/deep learning.