Radiology

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

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Comparison of machine learning and deep learning for view identification from cardiac magnetic resonance images.

BACKGROUND: Artificial intelligence is increasingly utilized to aid in the interpretation of cardiac...

Nov 2021 34813989
High-Throughput Molecular Imaging via Deep-Learning-Enabled Raman Spectroscopy.

Raman spectroscopy enables nondestructive, label-free imaging with unprecedented molecular contrast,...

Nov 2021 34797972
Automatic liver tumor localization using deep learning-based liver boundary motion estimation and biomechanical modeling (DL-Bio).

PURPOSE: Recently, two-dimensional-to-three-dimensional (2D-3D) deformable registration has been app...

Nov 2021 34632589
Fully automated deep learning-based localization and segmentation of the locus coeruleus in aging and Parkinson's disease using neuromelanin-sensitive MRI.

PURPOSE: Development and performance measurement of a fully automated pipeline that localizes and se...

Nov 2021 34797512
Effect of data leakage in brain MRI classification using 2D convolutional neural networks.

In recent years, 2D convolutional neural networks (CNNs) have been extensively used to diagnose neur...

Nov 2021 34799630
Radiation dose reduction with deep-learning image reconstruction for coronary computed tomography angiography.

OBJECTIVES: Deep-learning image reconstruction (DLIR) offers unique opportunities for reducing image...

Nov 2021 34792635
Native-resolution myocardial principal Eulerian strain mapping using convolutional neural networks and Tagged Magnetic Resonance Imaging.

BACKGROUND: Assessment of regional myocardial function at native pixel-level resolution can play a c...

Nov 2021 34836627
Surgical data science - from concepts toward clinical translation.

Recent developments in data science in general and machine learning in particular have transformed t...

Nov 2021 34879287
Enhancing the impact of Artificial Intelligence in Medicine: A joint AIFM-INFN Italian initiative for a dedicated cloud-based computing infrastructure.

Artificial Intelligence (AI) techniques have been implemented in the field of Medical Imaging for mo...

Nov 2021 34801873
Risk Factors of Restroke in Patients with Lacunar Cerebral Infarction Using Magnetic Resonance Imaging Image Features under Deep Learning Algorithm.

This study was aimed to explore the magnetic resonance imaging (MRI) image features based on the fuz...

Nov 2021 34887708
Research and Analysis of Brain Glioma Imaging Based on Deep Learning.

The incidence of glioma is increasing year by year, seriously endangering people's health. Magnetic ...

Nov 2021 35911847
Impact of Concurrent Use of Artificial Intelligence Tools on Radiologists Reading Time: A Prospective Feasibility Study.

RATIONAL AND OBJECTIVES: This study investigated how an AI tool impacted radiologists reading time f...

Nov 2021 34801345
Functional selectivity for social interaction perception in the human superior temporal sulcus during natural viewing.

Recognizing others' social interactions is a crucial human ability. Using simple stimuli, previous s...

Nov 2021 34800663
A deep learning-based method for detecting and classifying the ultrasound images of suspicious thyroid nodules.

PURPOSE: The incidence of thyroid cancer has significantly increased in the last few decades. Howeve...

Nov 2021 34719057
Automated Whole-Liver MRI Segmentation to Assess Steatosis and Iron Quantification in Chronic Liver Disease.

Background Standardized manual region of interest (ROI) sampling strategies for hepatic MRI steatosi...

Nov 2021 34783592
Deep learning-based automatic delineation of anal cancer gross tumour volume: a multimodality comparison of CT, PET and MRI.

BACKGROUND: Accurate target volume delineation is a prerequisite for high-precision radiotherapy. Ho...

Nov 2021 34783610
A CT-based deep learning model for subsolid pulmonary nodules to distinguish minimally invasive adenocarcinoma and invasive adenocarcinoma.

OBJECTIVE: To develop and validate a deep learning nomogram (DLN) model constructed from non-contras...

Nov 2021 34837794
Deep Learning Image Analysis of Optical Coherence Tomography Angiography Measured Vessel Density Improves Classification of Healthy and Glaucoma Eyes.

PURPOSE: To compare convolutional neural network (CNN) analysis of en face vessel density images to ...

Nov 2021 34780803
Diagnostic armamentarium of infectious keratitis: A comprehensive review.

Infectious keratitis (IK) represents the leading cause of corneal blindness worldwide, particularly ...

Nov 2021 34781020
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