ECGFounder: An Electrocardiogram Foundation Model Built on over 10 Million Recordings with External Evaluation across Multiple Domains

Authors: Jun Li, Aaron Aguirre, Junior Moura, Jiarui Jin, Che Liu, Lanhai Zhong, Chenxi Sun, Gari Clifford, Brandon Westover, Shenda Hong.

🚀 Getting Started

Installation

Environment Set Up

conda create -n ECGFounder python=3.10
conda activate ECGFounder
pip install -r requirements.txt

Fine-tune on Downstream Tasks

• MIMIC-ECG: Please download the MIMIC-ECG dataset from physionet.

References

@article{li2024electrocardiogram,
title={An Electrocardiogram Foundation Model Built on over 10 Million Recordings with External Evaluation across Multiple Domains},
author={Li, Jun and Aguirre, Aaron and Moura, Junior and Liu, Che and Zhong, Lanhai and Sun, Chenxi and Clifford, Gari and Westover, Brandon and Hong, Shenda},
journal={arXiv preprint arXiv:2410.04133},
year={2024}
}