AI4HealthUOL / s4sleepLinks
Code repository for S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models
☆18Updated 2 years ago
Alternatives and similar repositories for s4sleep
Users that are interested in s4sleep are comparing it to the libraries listed below
Sorting:
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆35Updated 2 years ago
- Transfer learning for sleep stage detection☆34Updated 4 years ago
- ☆39Updated 4 years ago
- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆23Updated 4 months 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☆39Updated last year
- ☆27Updated last month
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆50Updated 2 years ago
- Official implementation of "A Knowledge Distillation Framework for Enhancing Ear-EEG based Sleep Staging with Scalp-EEG Data"☆17Updated 2 years ago
- ☆17Updated 3 years ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆47Updated 2 years ago
- ☆30Updated last year
- [Neural Networks 2025] EEGMamba: An EEG Foundation Model with Mamba☆30Updated 2 weeks ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆42Updated 4 years ago
- [Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆64Updated 8 months ago
- Global Adaptive Transformer for Cross-Subject EEG Classification.☆28Updated last year
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆39Updated 2 years ago
- ☆55Updated last year
- [IEEE TCYB] Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework☆30Updated 2 weeks ago
- ☆19Updated 7 months ago
- [ESWA] NeuroXAI: Adaptive, Robust, Explainable Surrogate Framework for Determination of Channel Importance in EEG Application☆34Updated 10 months ago
- This repository contains the python scripts developed as a part of the work presented in the paper "STAnet: A Spatiotemporal Attention Ne…☆13Updated 2 years ago
- [TNNLS-2025] This is the pytorch implementation of EmT, a graph-transformer for EEG emotion recognition.☆73Updated 2 months ago
- ☆32Updated 7 months ago
- selfEEG: a Python library for Self-Supervised Learning on Electroencephalography (EEG) data☆64Updated 4 months ago
- [JBHI 2024] CareSleepNet: A Hybrid Deep Learning Network for Automatic Sleep Staging☆12Updated 4 months ago
- Resources for the paper titled "Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizab…☆22Updated 2 years ago
- ☆24Updated last year
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆58Updated 2 years ago
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆91Updated 4 months ago