dlcjfgmlnasa / SynthSleepNet
[Arxiv] Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework
☆9Updated 2 weeks ago
Alternatives and similar repositories for SynthSleepNet:
Users that are interested in SynthSleepNet are comparing it to the libraries listed below
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆17Updated 2 years ago
- Code repository for S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models☆17Updated last year
- Reconstructing 12-Lead ECG from Arbitrary Single-Lead ECG☆15Updated 2 weeks ago
- Code for paper "MSA-CNN: A Lightweight Multi-Scale CNN with Attention for Sleep Stage Classification"☆9Updated 2 weeks ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆34Updated 2 years ago
- SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detection☆24Updated 9 months ago
- ☆26Updated last year
- [Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆52Updated last month
- Self-supervised pre-training for ECG representation with inspiration from transformers & computer vision☆23Updated 2 years ago
- ☆16Updated last year
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆45Updated last year
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆39Updated last year
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆38Updated last year
- codes for paper: ECG-Based Heart Arrhythmia Diagnosis Through Attentional Convolutional Neural Networks☆14Updated last year
- A list of papers for sleep stages classification using machine learning/deep learning.☆81Updated 2 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆31Updated 10 months ago
- [ICLR 2025] The official implementation of our paper "Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language …☆11Updated 3 weeks ago
- Practical cardiac events intelligent diagnostic algorithm for wearable 12-lead ECG via self-supervised learning on large-scale dataset☆25Updated last year
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆40Updated 4 years ago
- A Residual based Attention Model for EEG basedSleep Staging☆12Updated 3 years ago
- Code Developed for my Masters Thesis titled: A real-time independent and inexpensive PPG signal quality classification tool for vital sig…☆13Updated 4 years ago
- ☆18Updated 2 years ago
- Reimplementation of the paper Sarkar and Etemad 2020 "Self-Supervised ECG Representation Learning for Emotion Recognition"☆29Updated 3 years ago
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆24Updated last year
- ECG time-series augmentations library☆25Updated last year
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991☆56Updated last year
- ☆37Updated 4 years ago
- [Biomedical Signal Processing and Control] ECGTransForm: Empowering adaptive ECG arrhythmia classification framework with bidirectional t…☆36Updated 10 months ago
- Toward Sleep Apnea Detection with Lightweight Multi-scaled Fusion Network☆40Updated last week
- Robust End-to-End Emotion Recognition from ECG using Transformers (2nd Place Winner in EPiC 2023)☆18Updated last year