Radiology

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

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Deep Learning of Spatiotemporal Filtering for Fast Super-Resolution Ultrasound Imaging.

Super-resolution ultrasound (SR-US) imaging is a new technique that breaks the diffraction limit and...

Apr 2020 32305911
Brain tumor classification of virtual NMR voxels based on realistic blood vessel-induced spin dephasing using support vector machines.

Remodeling of tissue microvasculature commonly promotes neoplastic growth; however, there is no imag...

Apr 2020 32289884
Image Quality Assessment of Abdominal CT by Use of New Deep Learning Image Reconstruction: Initial Experience.

The purpose of this study was to perform quantitative and qualitative evaluation of a deep learning...

Apr 2020 32286872
Deep Learning Single-Frame and Multiframe Super-Resolution for Cardiac MRI.

Background Cardiac MRI is limited by long acquisition times, yet faster acquisition of smaller-matri...

Apr 2020 32286192
Deep Learning Predicts Total Knee Replacement from Magnetic Resonance Images.

Knee Osteoarthritis (OA) is a common musculoskeletal disorder in the United States. When diagnosed a...

Apr 2020 32286452
Brain Medical Image Fusion Based on Dual-Branch CNNs in NSST Domain.

Computed tomography (CT) images show structural features, while magnetic resonance imaging (MRI) ima...

Apr 2020 32352003
Evaluating severity of white matter lesions from computed tomography images with convolutional neural network.

PURPOSE: Severity of white matter lesion (WML) is typically evaluated on magnetic resonance images (...

Apr 2020 32281028
Prediction of physical violence in schizophrenia with machine learning algorithms.

Patients with schizophrenia have been shown to have an increased risk for physical violence. While c...

Apr 2020 32361562
Surgical spectral imaging.

Recent technological developments have resulted in the availability of miniaturised spectral imaging...

Apr 2020 32375102
Ensemble Deep Learning for Diabetic Retinopathy Detection Using Optical Coherence Tomography Angiography.

PURPOSE: To evaluate the role of ensemble learning techniques with deep learning in classifying diab...

Apr 2020 32818081
Left ventricle automatic segmentation in cardiac MRI using a combined CNN and U-net approach.

Cardiovascular diseases can be effectively prevented from worsening through early diagnosis. To this...

Apr 2020 32325284
IOUC-3DSFCNN: Segmentation of Brain Tumors via IOU Constraint 3D Symmetric Full Convolution Network with Multimodal Auto-context.

Accurate segmentation of brain tumors from magnetic resonance (MR) images play a pivot role in assis...

Apr 2020 32277141
Nondestructive Detection of Targeted Microbubbles Using Dual-Mode Data and Deep Learning for Real-Time Ultrasound Molecular Imaging.

Ultrasound molecular imaging (UMI) is enabled by targeted microbubbles (MBs), which are highly refle...

Apr 2020 32286963
Deep Learning for Ultrasound Localization Microscopy.

By localizing microbubbles (MBs) in the vasculature, ultrasound localization microscopy (ULM) has re...

Apr 2020 32286964
Predicting motor outcome in preterm infants from very early brain diffusion MRI using a deep learning convolutional neural network (CNN) model.

BACKGROUND AND AIMS: Preterm birth imposes a high risk for developing neuromotor delay. Earlier pred...

Apr 2020 32278897
Cardiac MR segmentation based on sequence propagation by deep learning.

Accurate segmentation of myocardial in cardiac MRI (magnetic resonance image) is key to effective ra...

Apr 2020 32271777
Applying Deep Neural Networks over Homomorphic Encrypted Medical Data.

In recent years, powered by state-of-the-art achievements in a broad range of areas, machine learnin...

Apr 2020 32351612
Automatic prostate segmentation using deep learning on clinically diverse 3D transrectal ultrasound images.

PURPOSE: Needle-based procedures for diagnosing and treating prostate cancer, such as biopsy and bra...

Apr 2020 32166768
Artificial Intelligence System Approaching Neuroradiologist-level Differential Diagnosis Accuracy at Brain MRI.

Background Although artificial intelligence (AI) shows promise across many aspects of radiology, the...

Apr 2020 32255417
Detecting Abnormal Brain Regions in Schizophrenia Using Structural MRI via Machine Learning.

Utilizing neuroimaging and machine learning (ML) to differentiate schizophrenia (SZ) patients from n...

Apr 2020 32300361
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