AIMC Topic: Placenta

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A multimodal deep learning model for predicting severe hemorrhage in placenta previa.

Scientific reports Oct 13, 2023
Placenta previa causes life-threatening bleeding and accurate prediction of severe hemorrhage leads to risk stratification and optimum allocation of interventions. We aimed to use a multimodal deep learning model to predict severe hemorrhage. Using M...
Retrospective Studies Pregnancy Female Humans Placenta Placenta Accreta Placenta Previa Deep Learning Blood Loss, Surgical
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Automated stereological image analysis approach of the human placenta: Surface areas and vascularization.

Placenta Sep 5, 2023
Detecting and quantifying surface densities of placental villi and their vasculature adds important information on the development of the placenta under different exposures and pathological conditions. Today, a larger number of samples and tissue are...
Chorionic Villi Pregnancy Female Placenta Neovascularization, Pathologic Reproducibility of Results Humans Artificial Intelligence
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Perceiving placental ultrasound image texture evolution during pregnancy with normal and adverse outcome through machine learning prism.

Placenta Jul 24, 2023
INTRODUCTION: The objective was to perform placental ultrasound image texture (UPIA) in first (T1), second(T2) and third(T3) trimesters of pregnancy using machine learning( ML).
Humans Female Sensitivity and Specificity Ultrasonography Machine Learning Pregnancy Placenta Pregnancy Trimester, Third
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A Deep Learning Pipeline Using Prior Knowledge for Automatic Evaluation of Placenta Accreta Spectrum Disorders With MRI.

Journal of magnetic resonance imaging : JMRI May 13, 2023
BACKGROUND: The diagnosis of prenatal placenta accreta spectrum (PAS) with magnetic resonance imaging (MRI) is highly dependent on radiologists' experience. A deep learning (DL) method using the prior knowledge that PAS-related signs are generally fo...
Placenta Placenta Accreta Deep Learning Magnetic Resonance Imaging Humans Pregnancy Female Retrospective Studies
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Automatic placental and fetal volume estimation by a convolutional neural network.

Placenta Feb 27, 2023
INTRODUCTION: We aimed to develop an artificial intelligence (AI) deep learning algorithm to efficiently estimate placental and fetal volumes from magnetic resonance (MR) scans.
Artificial Intelligence Algorithms Female Image Processing, Computer-Assisted Pregnancy Humans Neural Networks, Computer Magnetic Resonance Imaging Placenta
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Machine learning to study placental pathology: Risk of reification and other considerations.

Paediatric and perinatal epidemiology Feb 15, 2023
Female Placenta Humans Machine Learning Pregnancy
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Multi-centre deep learning for placenta segmentation in obstetric ultrasound with multi-observer and cross-country generalization.

Scientific reports Feb 8, 2023
The placenta is crucial to fetal well-being and it plays a significant role in the pathogenesis of hypertensive pregnancy disorders. Moreover, a timely diagnosis of placenta previa may save lives. Ultrasound is the primary imaging modality in pregnan...
Placenta Previa Image Processing, Computer-Assisted Placenta Ultrasonography, Prenatal Deep Learning Pregnancy Female Humans
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Application of Digital Imaging and Artificial Intelligence to Pathology of the Placenta.

Pediatric and developmental pathology : the official journal of the Society for Pediatric Pathology and the Paediatric Pathology Society Nov 30, 2022
Digital imaging, including the use of artificial intelligence, has been increasingly applied to investigate the placenta and its related pathology. However, there has been no comprehensive review of this body of work to date. The aim of this study wa...
Placenta Fetus Algorithms Pregnancy Female Humans Artificial Intelligence
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RU-Net: An improved U-Net placenta segmentation network based on ResNet.

Computer methods and programs in biomedicine Oct 28, 2022
BACKGROUND: In recent years, with the increase of late puerperium, cesarean section and induced abortion, the incidence of placenta accreta has been on the rise. It has become one of the common clinical diseases in obstetrics and gynecology. In clini...
Cesarean Section Image Processing, Computer-Assisted Placenta Pregnancy Female Humans Neural Networks, Computer
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Editorial for "Evaluation of Spatial Attentive Deep Learning for Automatic Placental Segmentation on Longitudinal MRI".

Journal of magnetic resonance imaging : JMRI Aug 18, 2022
Image Processing, Computer-Assisted Magnetic Resonance Imaging Placenta Female Deep Learning Humans Pregnancy
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