AF classification from a short single lead ECG recording: The PhysioNet/computing in cardiology challenge 2017

GD Clifford, C Liu, B Moody, HL Li-wei… - 2017 Computing in …, 2017 - ieeexplore.ieee.org
ECG recordings were generously donated for this Challenge by AliveCor. Each recording
… one of three generations of AliveCor’s single-channel ECG device, and in theory, held each …

Cardiac rhythm classification from a short single lead ECG recording via random forest

R Mahajan, R Kamaleswaran, JA Howe… - 2017 Computing in …, 2017 - ieeexplore.ieee.org
… -domain features to characterize changes in ECG recordings. We used the PhysioNet 2017
challenge dataset, which contained 8,528 single lead ECG recordings lasting from 9 to over …

Single-lead ECG recordings including Einthoven and Wilson leads by a smartwatch: a new era of patient directed early ECG differential diagnosis of cardiac diseases …

A Samol, K Bischof, B Luani, D Pascut, M Wiemer… - Sensors, 2019 - mdpi.com
… Our findings may indicate that appropriate use of the smartwatch for six single-lead ECG
recordings is feasible after a short instruction and therefore may be widely used in the general …

Atrial activity extraction from single lead ECG recordings: Evaluation of two novel methods

H Dai, S Jiang, Y Li - Computers in biology and medicine, 2013 - Elsevier
lead ECG recordings often outperform those methods dealing with single lead ECG recordings
extracting AA signal within single beat were proposed in [13], and they both need multiple …

Densely connected convolutional networks for detection of atrial fibrillation from short single-lead ECG recordings

J Rubin, S Parvaneh, A Rahman, B Conroy… - Journal of …, 2018 - Elsevier
… rhythm (O), and noisy records from ECG recordings (single-channel with duration of 9–60 s)
… (spectrogram) representations was used for classification of ECG recordings in this study. …

A support vector machine approach for AF classification from a short single-lead ECG recording

N Liu, M Sun, L Wang, W Zhou, H Dang… - Physiological …, 2018 - iopscience.iop.org
single-lead ECG recordings lasting from 9 s to just over 60 s and then tested on a hidden test
set consisting of 3658 recordings … number of raw, short single ECG data rather than a small …

Stacking segment-based CNN with SVM for recognition of atrial fibrillation from single-lead ECG recordings

QH Nguyen, BP Nguyen, TB Nguyen, TTT Do… - … Signal Processing and …, 2021 - Elsevier
… We used deep learning methods to detect AF from 8528 single-lead ECG recordings. … We
wished to identify AF from short single-lead ECG recordings using a machine learning method. …

Accuracy of the Apple Watch single-lead ECG recordings in pre-term neonates

C Paech, M Kobel, A Michaelis, RA Gebauer… - Cardiology in the …, 2022 - cambridge.org
… to a standard 12-lead ECG in preterm babies. Methods: In this prospective, single-arm
study, … A 12-lead ECG and an iECG using Apple Watch 4 were performed. iECG and 12-…

Automated processing of the single-lead electrocardiogram for the detection of obstructive sleep apnoea

P De Chazal, C Heneghan, E Sheridan… - IEEE transactions on …, 2003 - ieeexplore.ieee.org
… This paper has presented a method for screening single-lead ECG recordings from sleep-study
patients for the presence of significant OSA and for providing a minute-by-minute …

Single-lead ECG recordings modeling for end-to-end recognition of atrial fibrillation with dual-path RNN

M Wang, S Rahardja, P Fränti, S Rahardja - Biomedical Signal Processing …, 2023 - Elsevier
… Despite a single lead ECG being a long sequence, we can still divide it into segments, … ,
which includes single-lead ECG recordings of 4 classes. Therefore, we extracted one-lead from …