AI4HealthUOL / ECG-aging
Source code repository for the study: "Uncovering ECG Changes during Healthy Aging using Explainable AI"
☆12Updated 6 months ago
Related projects ⓘ
Alternatives and complementary repositories for ECG-aging
- ☆22Updated last year
- SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detection☆18Updated 5 months ago
- [Biomedical Signal Processing and Control] ECGTransForm: Empowering adaptive ECG arrhythmia classification framework with bidirectional t…☆29Updated 6 months ago
- ☆12Updated 7 months ago
- Practical cardiac events intelligent diagnostic algorithm for wearable 12-lead ECG via self-supervised learning on large-scale dataset☆21Updated last year
- Repository for the paper: 'Diffusion-based Conditional ECG Generation with Structured State Space Models'☆42Updated last year
- Self-supervised representation learning from 12-lead ECG data☆77Updated 2 years ago
- ☆71Updated 4 years ago
- [ICML 2021] Self-supervised pre-training of AI models on ECG data with CLOCS☆46Updated 2 years ago
- Self-supervised pre-training for ECG representation with inspiration from transformers & computer vision☆23Updated 2 years ago
- Ecg classification using transformers☆25Updated 2 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
- [ICLR2024] Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram☆31Updated last month
- We used Improved DDPM (developed by OpenAI) to generate synthetic ECG signals and compared it with WGAN-GP.☆13Updated last year
- ☆30Updated 3 years ago
- ☆29Updated 9 months ago
- Design and implementation of deep learning models trained for automated annotation of ecg signal with various preprocessing steps.☆70Updated last year
- 1D vision transformer (vit) for ecg interpretable classification☆37Updated last year
- a ecg classfier based on PTB-XL database☆29Updated 3 years ago
- ☆46Updated 3 years ago
- 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
- [IEEE BHI 2022] Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning☆29Updated last month
- Robust R-peak detection in an electrocardiogram with stationary wavelet transformation and separable convolution☆12Updated last year
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆16Updated last year
- Classification of 12-lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020☆24Updated 4 years ago
- MINA: Multilevel Knowledge-Guided Attention for Modeling Electrocardiography Signals, IJCAI 2019☆36Updated 4 years ago
- ☆40Updated 5 months ago
- This repository contains the source codes of the article published to detect changes in ECG caused by COVID-19 and automatically diagnose…☆22Updated 3 years ago
- The repo is for the Heart Disease classification project using Transformer Encoders in PyTorch.☆38Updated 3 years ago