Radiology

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

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Towards radiologist-level cancer risk assessment in CT lung screening using deep learning.

PURPOSE: Lung cancer is the leading cause of cancer mortality in the US, responsible for more deaths...

Mar 2021 33895622
Use of artificial intelligence in the imaging of sarcopenia: A narrative review of current status and perspectives.

Sarcopenia is a muscle disease which previously was associated only with aging, but in recent days i...

Mar 2021 33930789
Deep learning with a convolutional neural network model to differentiate renal parenchymal tumors: a preliminary study.

PURPOSE: With advancements in medical imaging, more renal tumors are detected early, but it remains ...

Mar 2021 33656574
Alzheimer's disease detection using depthwise separable convolutional neural networks.

To diagnose Alzheimer's disease (AD), neuroimaging methods such as magnetic resonance imaging have b...

Mar 2021 33713959
SMORE: A Self-Supervised Anti-Aliasing and Super-Resolution Algorithm for MRI Using Deep Learning.

High resolution magnetic resonance (MR) images are desired in many clinical and research application...

Mar 2021 33170776
Super-Resolution Ultrasound Localization Microscopy Through Deep Learning.

Ultrasound localization microscopy has enabled super-resolution vascular imaging through precise loc...

Mar 2021 33180723
Restoration of amyloid PET images obtained with short-time data using a generative adversarial networks framework.

Our purpose in this study is to evaluate the clinical feasibility of deep-learning techniques for F-...

Mar 2021 33649403
Semi-supervised GAN-based Radiomics Model for Data Augmentation in Breast Ultrasound Mass Classification.

BACKGROUND AND OBJECTIVE: The capability of deep learning radiomics (DLR) to extract high-level medi...

Feb 2021 33714900
External validation of automated focal cortical dysplasia detection using morphometric analysis.

OBJECTIVE: Focal cortical dysplasias (FCDs) are a common cause of drug-resistant focal epilepsy but ...

Feb 2021 33638457
Automated segmentation of the individual branches of the carotid arteries in contrast-enhanced MR angiography using DeepMedic.

BACKGROUND: Non-invasive imaging is of interest for tracking the progression of atherosclerosis in t...

Feb 2021 33639893
Deep Learning Whole-Gland and Zonal Prostate Segmentation on a Public MRI Dataset.

BACKGROUND: Prostate volume, as determined by magnetic resonance imaging (MRI), is a useful biomarke...

Feb 2021 33634932
Deep learning differentiates between healthy and diabetic mouse ears from optical coherence tomography angiography images.

We trained a deep learning algorithm to use skin optical coherence tomography (OCT) angiograms to di...

Feb 2021 33638189
Two-Dimensional Stockwell Transform and Deep Convolutional Neural Network for Multi-Class Diagnosis of Pathological Brain.

Since the brain lesion detection and classification is a vital diagnosis task, in this paper, the pr...

Feb 2021 33237865
A Myocardial Segmentation Method Based on Adversarial Learning.

Congenital heart defects (CHD) are structural imperfections of the heart or large blood vessels that...

Feb 2021 33728334
Using Deep Learning to Emulate the Use of an External Contrast Agent in Cardiovascular 4D Flow MRI.

BACKGROUND: Although contrast agents would be beneficial, they are seldom used in four-dimensional (...

Feb 2021 33629795
Contrast agent dose reduction in computed tomography with deep learning using a conditional generative adversarial network.

OBJECTIVES: To reduce the dose of intravenous iodine-based contrast media (ICM) in CT through virtua...

Feb 2021 33630160
Ultrasound image reconstruction from plane wave radio-frequency data by self-supervised deep neural network.

Image reconstruction from radio-frequency (RF) data is crucial for ultrafast plane wave ultrasound (...

Feb 2021 33711740
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