StefanHeng / ECG-Representation-Learning
Self-supervised pre-training for ECG representation with inspiration from transformers & computer vision
☆23Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for ECG-Representation-Learning
- SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detection☆18Updated 5 months ago
- a ecg classfier based on PTB-XL database☆29Updated 3 years ago
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆16Updated last year
- Self-supervised representation learning from 12-lead ECG data☆77Updated 2 years ago
- ☆30Updated 3 years ago
- Deep Learning on ECG, the First place in the PhysioNet/CinC Challenge 2017 (F1=0.83)☆38Updated 4 years ago
- A collection of deep learning models for ECG data processing based on fairseq framework☆79Updated last week
- Repository for the paper: 'Diffusion-based Conditional ECG Generation with Structured State Space Models'☆42Updated last year
- [ICML 2021] Self-supervised pre-training of AI models on ECG data with CLOCS☆46Updated 2 years ago
- ☆22Updated last year
- 1D vision transformer (vit) for ecg interpretable classification☆37Updated last year
- ECG time-series augmentations library☆24Updated last year
- ☆34Updated 4 years ago
- ☆34Updated 4 months ago
- ECGDL: A framework for comparative study of databases and computational methods for arrhythmia detection from single-lead ECG☆16Updated last year
- AF Classification from a short single lead ECG recording: the PhysioNet/Computing in Cardiology Challenge 2017☆21Updated 5 years ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆31Updated 2 years ago
- Classification of 12-lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020☆24Updated 4 years ago
- ☆71Updated 4 years ago
- MINA: Multilevel Knowledge-Guided Attention for Modeling Electrocardiography Signals, IJCAI 2019☆36Updated 4 years ago
- Official implementation of our IEEE:SMC 2021 paper "IMLE-Net: An Interpretable Multi-level Multi-channel Model for ECG Classification"☆27Updated last year
- [Biomedical Signal Processing and Control] ECGTransForm: Empowering adaptive ECG arrhythmia classification framework with bidirectional t…☆29Updated 6 months ago
- A library to compute ECG signal quality indicators☆38Updated 2 years ago
- DeepBeat: Multi-task deep learning for cardiac rhythm detection in wearable devices☆24Updated 4 years ago
- Design and implementation of deep learning models trained for automated annotation of ecg signal with various preprocessing steps.☆70Updated last year
- Imbalanced MIT-BIH dataset is augmented with the generated beats by WGAN-GP and AC-WGAN-GP to improve the classification metrics.☆31Updated last year
- Practical cardiac events intelligent diagnostic algorithm for wearable 12-lead ECG via self-supervised learning on large-scale dataset☆21Updated last year
- Official repository for distributing ECG-QA dataset☆56Updated 6 months ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆43Updated last year
- ECG denosing method using transformer-based unet.☆15Updated 2 months ago