TY - JOUR AU - Gontard, Lionel C. AU - Pizarro, Joaquín AU - Sanz-Peña, Borja AU - Lubián López, Simón P. AU - Benavente-Fernández, Isabel PY - 2021 DO - 10.1038/s41598-020-80783-3 UR - http://hdl.handle.net/10668/4363 T2 - Scientific Reports AB - To train, evaluate, and validate the application of a deep learning framework in three-dimensional ultrasound (3D US) for the automatic segmentation of ventricular volume in preterm infants with post haemorrhagic ventricular dilatation (PHVD). We... LA - en PB - Springer Nature KW - Deep learning KW - Birth weight KW - Gestational age KW - Premature infants KW - Convolutional neural networks KW - Ultrasonography KW - Stroke Volume KW - Aprendizaje profundo KW - Peso al nacer KW - Edad gestacional KW - Recien nacido prematuro KW - Red nerviosa KW - Ultrasonografía KW - Volumen sistólico KW - Medical Subject Headings::Anatomy::Body Regions::Breast KW - Medical Subject Headings::Diseases::Pathological Conditions, Signs and Symptoms::Pathological Conditions, Anatomical::Dilatation, Pathologic KW - Medical Subject Headings::Anatomy::Cardiovascular System::Heart::Heart Ventricles KW - Medical Subject Headings::Organisms::Eukaryota::Animals::Chordata::Vertebrates::Mammals::Primates::Haplorhini::Catarrhini::Hominidae::Humans KW - Medical Subject Headings::Diseases::Pathological Conditions, Signs and Symptoms::Pathological Conditions, Anatomical::Hypertrophy KW - Medical Subject Headings::Information Science::Information Science::Computing Methodologies::Image Processing, Computer-Assisted KW - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Diagnosis::Diagnostic Techniques and Procedures::Diagnostic Imaging::Imaging, Three-Dimensional KW - Medical Subject Headings::Persons::Persons::Age Groups::Infant::Infant, Newborn KW - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Diagnosis::Diagnostic Techniques and Procedures::Physical Examination::Body Constitution::Body Weights and Measures::Organ Size KW - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Statistics as Topic::Sensitivity and Specificity KW - Medical Subject Headings::Information Science::Information Science::Computing Methodologies::Software::Software Design KW - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Diagnosis::Diagnostic Techniques and Procedures::Diagnostic Imaging::Ultrasonography KW - Medical Subject Headings::Persons::Persons::Age Groups::Infant::Infant, Newborn::Infant, Premature KW - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Diagnosis::Diagnostic Techniques and Procedures::Physical Examination::Body Constitution::Body Weights and Measures::Body Size::Body Weight::Birth Weight KW - Medical Subject Headings::Phenomena and Processes::Physiological Phenomena::Physiological Processes::Growth and Development::Morphogenesis::Embryonic and Fetal Development::Fetal Development::Gestational Age KW - Medical Subject Headings::Phenomena and Processes::Mathematical Concepts::Neural Networks (Computer) KW - Medical Subject Headings::Phenomena and Processes::Circulatory and Respiratory Physiological Phenomena::Cardiovascular Physiological Phenomena::Hemodynamics::Cardiac Output::Stroke Volume TI - Automatic segmentation of ventricular volume by 3D ultrasonography in post haemorrhagic ventricular dilatation among preterm infants TY - research article ER -