A machine learning pipeline to classify foetal heart rate deceleration with optimal feature set

S Das, SM Obaidullah, M Mahmud, MS Kaiser… - Scientific Reports, 2023 - nature.com
Deceleration is considered a commonly practised means to assess Foetal Heart Rate (FHR)
through visual inspection and interpretation of patterns in Cardiotocography (CTG). The …

Automated fetal heart rate analysis for baseline determination and acceleration/deceleration detection: A comparison of 11 methods versus expert consensus

AH de l'Aulnoit, S Boudet, R Demailly… - … Signal Processing and …, 2019 - Elsevier
Background The fetal heart rate (FHR) serves as a guide to fetal well-being during the first
stage of delivery. The visual morphological analysis of the FHR during labor is subject to …

Baseline/acceleration/deceleration determination of fetal heart rate signals using a novel ensemble LCResU-net

M Liu, R Zeng, Y Xiao, J Bai, J Liu, Z Zheng… - Expert Systems with …, 2023 - Elsevier
Objective According to guidelines on electronic fetal heart rate (FHR) monitoring, visual FHR
interpretation by obstetricians depends on the recognition of patterns (mainly including …

A comprehensive feature analysis of the fetal heart rate signal for the intelligent assessment of fetal state

Z Zhao, Y Zhang, Y Deng - Journal of clinical medicine, 2018 - mdpi.com
Continuous monitoring of the fetal heart rate (FHR) signal has been widely used to allow
obstetricians to obtain detailed physiological information about newborns. However, visual …

CTGNet: Automatic analysis of fetal heart rate from cardiotocograph using artificial intelligence

M Zhong, H Yi, F Lai, M Liu, R Zeng, X Kang… - Maternal-Fetal …, 2022 - journals.lww.com
Objective: This study investigates the efficacy of analyzing fetal heart rate (FHR) signals
based on Artificial Intelligence to obtain a baseline calculation and identify accelerations …

Automatic identification and classification of fetal heart-rate decelerations from cardiotocographic recordings

A Sbrollini, A Carnicelli, A Massacci… - 2018 40th Annual …, 2018 - ieeexplore.ieee.org
Cardiotocography (CTG) consists in the simultaneous recording of two distinct traces, the
fetal heart rate (FHR; bpm) and the maternal uterine contractions (UCs; mmHg). CTG …

Antepartum fetal heart rate feature extraction and classification using empirical mode decomposition and support vector machine

N Krupa, MA MA, E Zahedi, S Ahmed… - Biomedical engineering …, 2011 - Springer
Background Cardiotocography (CTG) is the most widely used tool for fetal surveillance. The
visual analysis of fetal heart rate (FHR) traces largely depends on the expertise and …

Automatic evaluation of intrapartum fetal heart rate recordings: a comprehensive analysis of useful features

V Chudáček, J Spilka, P Janků, M Koucký… - Physiological …, 2011 - iopscience.iop.org
Cardiotocography is the monitoring of fetal heart rate (FHR) and uterine contractions
(TOCO), used routinely since the 1960s by obstetricians to detect fetal hypoxia. The …

Periodic change detection in fetal heart rate using cardiotocograph

S Das, H Mukherjee, KC Santosh… - 2020 IEEE 33rd …, 2020 - ieeexplore.ieee.org
Since 1960s, Cardiotocography (CTG) has been considered the primary tool for monitoring
fetal health during antepartum and intra-partum periods. It records both Fetal Heart Rate …

[PDF][PDF] Fetal heart rate classification and comparative analysis using cardiotocography data and KNOWN classifiers

R Afridi, Z Iqbal, M Khan, A Ahmad… - International Journal of …, 2019 - researchgate.net
The problem of fetal distress usually become one of the major reason of complication during
child delivery. Fetal heart rate (FHR) is one of the pivotal ways to identify the occurrence of …