AIMC Topic: Ultrasonography, Prenatal

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Prediction of newborn's body mass index using nationwide multicenter ultrasound data: a machine-learning study.

BMC pregnancy and childbirth Mar 2, 2021
BACKGROUND: This study introduced machine learning approaches to predict newborn's body mass index (BMI) based on ultrasound measures and maternal/delivery information.
Adult Ultrasonography, Prenatal Body Mass Index Predictive Value of Tests Pregnancy Female Infant, Newborn Delivery, Obstetric Body Size Prenatal Diagnosis Fetal Weight Birth Weight Gestational Age Pregnancy Trimester, Third Humans Neural Networks, Computer Retrospective Studies Republic of Korea Machine Learning Prognosis
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Recognition of facial expression of fetuses by artificial intelligence (AI).

Journal of perinatal medicine Feb 8, 2021
OBJECTIVES: The development of the artificial intelligence (AI) classifier to recognize fetal facial expressions that are considered as being related to the brain development of fetuses as a retrospective, non-interventional pilot study.
Brain Pregnancy Female Humans Artificial Intelligence Fetus Fetal Movement Fetal Development Ultrasonography, Prenatal Face Facial Expression
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Mutual Information-Based Disentangled Neural Networks for Classifying Unseen Categories in Different Domains: Application to Fetal Ultrasound Imaging.

IEEE transactions on medical imaging Feb 2, 2021
Deep neural networks exhibit limited generalizability across images with different entangled domain features and categorical features. Learning generalizable features that can form universal categorical decision boundaries across domains is an intere...
Humans Ultrasonography, Prenatal Fetus Ultrasonography Neural Networks, Computer Pregnancy Supervised Machine Learning Female
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Knowledge representation and learning of operator clinical workflow from full-length routine fetal ultrasound scan videos.

Medical image analysis Jan 23, 2021
Ultrasound is a widely used imaging modality, yet it is well-known that scanning can be highly operator-dependent and difficult to perform, which limits its wider use in clinical practice. The literature on understanding what makes clinical sonograph...
Workflow Humans Neural Networks, Computer Computer Simulation Female Ultrasonography, Prenatal Retrospective Studies Pregnancy
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Image Segmentation of the Ventricular Septum in Fetal Cardiac Ultrasound Videos Based on Deep Learning Using Time-Series Information.

Biomolecules Nov 8, 2020
Image segmentation is the pixel-by-pixel detection of objects, which is the most challenging but informative in the fundamental tasks of machine learning including image classification and object detection. Pixel-by-pixel segmentation is required to ...
Image Processing, Computer-Assisted Fetal Heart Ventricular Septum Female Ultrasonography, Prenatal Deep Learning Humans Pregnancy
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Diagnostic performance of fetal intelligent navigation echocardiography (FINE) in fetuses with double-outlet right ventricle (DORV).

The international journal of cardiovascular imaging Jul 8, 2020
The main objective of this study was to investigate the diagnostic performance of FINE in generating and displaying 3 specific abnormal fetal echocardiography views such as left ventricular outflow tract (LVOT) view, right ventricular outflow tract (...
Humans Artificial Intelligence Reproducibility of Results Young Adult Pregnancy Female Image Interpretation, Computer-Assisted Gestational Age Double Outlet Right Ventricle Diagnosis, Computer-Assisted Predictive Value of Tests Fetal Heart Anatomic Landmarks Echocardiography, Four-Dimensional Adult Ultrasonography, Prenatal Spatio-Temporal Analysis
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A preliminary study to quantitatively evaluate the development of maturation degree for fetal lung based on transfer learning deep model from ultrasound images.

International journal of computer assisted radiology and surgery Jun 15, 2020
PURPOSE: The evaluation of fetal lung maturity is critical for clinical practice since the lung immaturity is an important cause of neonatal morbidity and mortality. For the evaluation of the development of fetal lung maturation degree, our study est...
Machine Learning Pregnancy Female Humans Gestational Age Infant, Newborn Ultrasonography, Prenatal Lung
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Computer-aided diagnosis for fetal brain ultrasound images using deep convolutional neural networks.

International journal of computer assisted radiology and surgery Jun 2, 2020
PURPOSE: Fetal brain abnormalities are some of the most common congenital malformations that may associated with syndromic and chromosomal malformations, and could lead to neurodevelopmental delay and mental retardation. Early prenatal detection of b...
Ultrasonography, Prenatal Brain Diseases Diagnosis, Computer-Assisted Humans Image Processing, Computer-Assisted Neural Networks, Computer Brain Algorithms Pregnancy Female
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Robotic fetal ultrasonography platform with a passive scan mechanism.

International journal of computer assisted radiology and surgery Feb 27, 2020
PURPOSE: The shortage of obstetricians and gynecologists has intensified in developed countries. Our long-term goal is to develop a robotic prenatal care platform for automatic ultrasound (US) scanning to improve the workflow efficiency of obstetrici...
Robotics Phantoms, Imaging Female Humans Ultrasonography, Prenatal Pregnancy
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Hierarchical Class Incremental Learning of Anatomical Structures in Fetal Echocardiography Videos.

IEEE journal of biomedical and health informatics Feb 12, 2020
This paper proposes an ultrasound video interpretation algorithm that enables novel classes or instances to be added over time, without significantly compromising prediction abilities on prior representations. The motivating application is diagnostic...
Deep Learning Image Interpretation, Computer-Assisted Fetal Heart Female Humans Echocardiography Algorithms Ultrasonography, Prenatal Pregnancy
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