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Manual estimation of fetal Head Circumference (HC) from Ultrasound (US) is a key biometric for monitoring the healthy development of fetuses. Unfortunately, such measurements are subject to large inter-observer variability, resulting in low…

Image and Video Processing · Electrical Eng. & Systems 2019-08-08 Samuel Budd , Matthew Sinclair , Bishesh Khanal , Jacqueline Matthew , David Lloyd , Alberto Gomez , Nicolas Toussaint , Emma Robinson , Bernhard Kainz

Ultrasound-based fetal biometric measurements, such as head circumference (HC) and biparietal diameter (BPD), are commonly used to evaluate the gestational age and diagnose fetal central nervous system (CNS) pathology. Since manual…

Medical Physics · Physics 2019-06-06 Hwa Pyung Kim , Sung Min Lee , Ja-Young Kwon , Yejin Park , Kang Cheol Kim , Jin Keun Seo

The number of fetal-neonatal death in Indonesia is still high compared to developed countries. This is caused by the absence of maternal monitoring during pregnancy. This paper presents an automated measurement for fetal head circumference…

Quantitative Methods · Quantitative Biology 2019-11-15 Kezia Irene , Aditya Yudha P. , Harlan Haidi , Nurul Faza , Winston Chandra

Abdominal ultrasound imaging has been widely used to assist in the diagnosis and treatment of various abdominal organs. In order to shorten the examination time and reduce the cognitive burden on the sonographers, we present a…

Computer Vision and Pattern Recognition · Computer Science 2024-10-28 Keyu Li , Yangxin Xu , Max Q. -H. Meng

Measurement of head biometrics from fetal ultrasonography images is of key importance in monitoring the healthy development of fetuses. However, the accurate measurement of relevant anatomical structures is subject to large inter-observer…

The automatic analysis of ultrasound sequences can substantially improve the efficiency of clinical diagnosis. In this work we present our attempt to automate the challenging task of measuring the vascular diameter of the fetal abdominal…

Computer Vision and Pattern Recognition · Computer Science 2018-07-12 Nicolo' Savioli , Silvia Visentin , Erich Cosmi , Enrico Grisan , Pablo Lamata , Giovanni Montana

During pregnancy, ultrasound examination in the second trimester can assess fetal size according to standardized charts. To achieve a reproducible and accurate measurement, a sonographer needs to identify three standard 2D planes of the…

Computer Vision and Pattern Recognition · Computer Science 2021-07-13 Sophia Bano , Brian Dromey , Francisco Vasconcelos , Raffaele Napolitano , Anna L. David , Donald M. Peebles , Danail Stoyanov

Attenuation coefficient (AC) is a fundamental measure of tissue acoustical properties, which can be used in medical diagnostics. In this work, we investigate the feasibility of using convolutional neural networks (CNNs) to directly estimate…

Medical Physics · Physics 2022-05-20 Piotr Jarosik , Michal Byra , Marcin Lewandowski , Ziemowit Klimonda

Objective. This work investigates the use of deep convolutional neural networks (CNN) to automatically perform measurements of fetal body parts, including head circumference, biparietal diameter, abdominal circumference and femur length,…

Image and Video Processing · Electrical Eng. & Systems 2022-05-30 Szymon Płotka , Adam Klasa , Aneta Lisowska , Joanna Seliga-Siwecka , Michał Lipa , Tomasz Trzciński , Arkadiusz Sitek

One of the routine examinations that are used for prenatal care in many countries is ultrasound imaging. This procedure provides various information about fetus health and development, the progress of the pregnancy and, the baby's due date.…

Image and Video Processing · Electrical Eng. & Systems 2019-11-05 Zahra Sobhaninia , Ali Emami , Nader Karimi , Shadrokh Samavi

Identifying and interpreting fetal standard scan planes during 2D ultrasound mid-pregnancy examinations are highly complex tasks which require years of training. Apart from guiding the probe to the correct location, it can be equally…

Computer Vision and Pattern Recognition · Computer Science 2017-07-26 Christian F. Baumgartner , Konstantinos Kamnitsas , Jacqueline Matthew , Tara P. Fletcher , Sandra Smith , Lisa M. Koch , Bernhard Kainz , Daniel Rueckert

Precise estimation of fetal biometry parameters from ultrasound images is vital for evaluating fetal growth, monitoring health, and identifying potential complications reliably. However, the automated computerized segmentation of the fetal…

Image and Video Processing · Electrical Eng. & Systems 2023-11-17 Mohammad Areeb Qazi , Mohammed Talha Alam , Ibrahim Almakky , Werner Gerhard Diehl , Leanne Bricker , Mohammad Yaqub

The International Society of Ultrasound advocates Intrapartum Ultrasound (US) Imaging in Obstetrics and Gynecology (ISUOG) to monitor labour progression through changes in fetal head position. Two reliable ultrasound-derived parameters that…

Ultrasound imaging is a standard examination during pregnancy that can be used for measuring specific biometric parameters towards prenatal diagnosis and estimating gestational age. Fetal head circumference (HC) is one of the significant…

Image and Video Processing · Electrical Eng. & Systems 2019-09-04 Zahra Sobhaninia , Shima Rafiei , Ali Emami , Nader Karimi , Kayvan Najarian , Shadrokh Samavi , S. M. Reza Soroushmehr

We develop and evaluate a deep learning algorithm to classify multiple catheters on neonatal chest and abdominal radiographs. A convolutional neural network (CNN) was trained using a dataset of 777 neonatal chest and abdominal radiographs,…

Computer Vision and Pattern Recognition · Computer Science 2020-11-17 Robert D. E. Henderson , Xin Yi , Scott J. Adams , Paul Babyn

The current approach to fetal anomaly screening is based on biometric measurements derived from individually selected ultrasound images. In this paper, we introduce a paradigm shift that attains human-level performance in biometric…

Computer Vision and Pattern Recognition · Computer Science 2025-02-12 Lorenzo Venturini , Samuel Budd , Alfonso Farruggia , Robert Wright , Jacqueline Matthew , Thomas G. Day , Bernhard Kainz , Reza Razavi , Jo V. Hajnal

Background: Automated analysis of CT scans for abdominal organ measurement is crucial for improving diagnostic efficiency and reducing inter-observer variability. Manual segmentation and measurement of organs such as the kidneys, liver,…

Prenatal ultrasound evaluates fetal growth and detects congenital abnormalities during pregnancy, but the examination of ultrasound images by radiologists requires expertise and sophisticated equipment, which would otherwise fail to improve…

Image and Video Processing · Electrical Eng. & Systems 2025-01-07 Yang Qi , Jiaxin Cai , Jing Lu , Runqing Xiong , Rongshang Chen , Liping Zheng , Duo Ma

Accurate fetal birth weight (FBW) estimation is essential for optimizing delivery decisions and reducing perinatal mortality. However, clinical methods for FBW estimation are inefficient, operator-dependent, and challenging to apply in…

Accurate segmentation for medical images is important for clinical diagnosis. Existing automatic segmentation methods are mainly based on fully supervised learning and have an extremely high demand for precise annotations, which are very…

Computer Vision and Pattern Recognition · Computer Science 2021-06-10 Yuanpeng Liu , Qinglei Hui , Zhiyi Peng , Shaolin Gong , Dexing Kong
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