Radiology

Latest AI and machine learning research in radiology for healthcare professionals.

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Cytocompatible manganese dioxide-based hydrogel nanoreactors for MRI imaging.

The application of nanoparticles in magnetic resonance imaging (MRI) has been greatly increasing, du...

Dec 2021 35525742
Deep learning based MRI contrast synthesis using full volume prediction using full volume prediction.

In Magnetic Resonance Imaging (MRI), depending on the image acquisition settings, a large number of ...

Dec 2021 34814130
Deep Learning-Based Approach to Automatically Assess Coronary Distensibility Following Kawasaki Disease.

Kawasaki disease is an acute vasculitis affecting children, which can lead to coronary artery (CA) a...

Dec 2021 34854943
Deep learning-based 3Ddose reconstruction with an electronic portal imaging device for magnetic resonance-linear accelerators: a proof of concept study.

To develop a novel deep learning-based 3Ddose reconstruction framework with an electronic portal ima...

Dec 2021 34798623
A brain extraction algorithm for infant T2 weighted magnetic resonance images based on fuzzy c-means thresholding.

It is challenging to extract the brain region from T2-weighted magnetic resonance infant brain image...

Dec 2021 34857824
Impact of deep learning reconstruction on intracranial 1.5 T magnetic resonance angiography.

PURPOSE: The purpose of this study was to evaluate whether deep learning reconstruction (DLR) improv...

Dec 2021 34851499
Deep-learning model observer for a low-contrast hepatic metastases localization task in computed tomography.

PURPOSE: Conventional model observers (MO) in CT are often limited to a uniform background or varyin...

Dec 2021 34792800
Deep Learning Automated Background Phase Error Correction for Abdominopelvic 4D Flow MRI.

Background Four-dimensional (4D) flow MRI has the potential to provide hemodynamic insights for a va...

Nov 2021 34846200
Automatic Searching and Pruning of Deep Neural Networks for Medical Imaging Diagnostic.

The field of medical imaging diagnostic makes use of a modality of imaging tests, e.g., X-rays, ultr...

Nov 2021 33048758
Automatic Inter-Frame Patient Motion Correction for Dynamic Cardiac PET Using Deep Learning.

Patient motion during dynamic PET imaging can induce errors in myocardial blood flow (MBF) estimatio...

Nov 2021 34018932
Robot-assisted versus conventional percutaneous sacroiliac screw fixation for posterior pelvic ring injuries: a systematic review and meta-analysis.

PURPOSE: Robot-assisted pelvic screw fixation is a new technology with promising benefits on intraop...

Nov 2021 34842991
Generative Adversarial Networks to Improve Fetal Brain Fine-Grained Plane Classification.

Generative adversarial networks (GANs) have been recently applied to medical imaging on different mo...

Nov 2021 34883977
CT Image Feature Diagnosis on the Basis of Deep Learning Algorithm for Preoperative Patients and Complications of Transcatheter Aortic Valve Implantation.

This work was aimed to explore the role of CT angiography information provided by deep learning algo...

Nov 2021 34880981
Robotic Extended Ultrasound-Guided Distal Pancreatectomy for Pancreatic Metastases from Uveal Melanoma.

BACKGROUND: Isolated pancreatic metastasis from melanoma is extremely uncommon and accounts for appr...

Nov 2021 34839428
An end-to-end approach to segmentation in medical images with CNN and posterior-CRF.

Conditional Random Fields (CRFs) are often used to improve the output of an initial segmentation mod...

Nov 2021 34902793
A Comparison among Different Machine Learning Pretest Approaches to Predict Stress-Induced Ischemia at PET/CT Myocardial Perfusion Imaging.

Traditional approach for predicting coronary artery disease (CAD) is based on demographic data, symp...

Nov 2021 34873413
Magnetic Resonance Imaging Image Feature Analysis Algorithm under Convolutional Neural Network in the Diagnosis and Risk Stratification of Prostate Cancer.

This work aimed to explore the accuracy of magnetic resonance imaging (MRI) images based on the conv...

Nov 2021 34873435
Anatomically informed deep learning on contrast-enhanced cardiac magnetic resonance imaging for scar segmentation and clinical feature extraction.

BACKGROUND: Visualizing fibrosis on cardiac magnetic resonance (CMR) imaging with contrast enhanceme...

Nov 2021 35265930
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