Contents

about Ecg Paper

   Jul 16, 2023     1 min read

This page summarizes the papers related to the ECG analysis project.

related project

ECGanalysis model

web version


What is ECG?

ECG, also known as Electrocardiography or EKG, is the process of producing an recording of the heart’s electrical activity. See at wikipedia

Feature Extraction Techniques

  • RAMKUMAR, M., et al. Probabilistic Feature Extraction Techniques for Electrocardiogram Signal-A Review. In: IOP Conference Series: Materials Science and Engineering. IOP Publishing, 2021. p. 012024.

learning methods

  • CHEN, Tsai-Min, et al. ECG Signal Super-resolution by Considering Reconstruction and Cardiac Arrhythmias Classification Loss. arXiv preprint arXiv:2012.03803, 2020.
  • NURMAINI, Siti, et al. Robust detection of atrial fibrillation from short-term electrocardiogram using convolutional neural networks. Future Generation Computer Systems, 2020, 113: 304-317.

smart watch’s lead-1 may not incorrect then lead-12

  • RACINE, Hugo-Pierre, et al. Role of coexisting ECG anomalies in the accuracy of smartwatch ECG detection of atrial fibrillation. Canadian Journal of Cardiology, 2022, 38.11: 1709-1712.

characteristics by ECG leads & procedures for obtaining 12-lead recordings with 1-lead recorders

  • GRIER, James W. How to use 1-lead ECG recorders to obtain 12-lead resting ECGs and exercise (“ stress”) ECGs. Department of Biological Sciences: printed from website http://www. ndsu. edu/pubweb/rvgrier, 2008.

review paper

over 70 papers are included. compair each algorithms and write characteristics, ECG descriptions, and etc.
  • EBRAHIMI, Zahra, et al. A review on deep learning methods for ECG arrhythmia classification. Expert Systems with Applications: X, 2020, 7: 100033.

Dataset?

Table format Dataset

use Specific file format Dataset

Physionet’s specific dataset format reader