Radiology

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

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MRI signatures of brain age and disease over the lifespan based on a deep brain network and 14 468 individuals worldwide.

Deep learning has emerged as a powerful approach to constructing imaging signatures of normal brain ...

Jul 2020 32591831
Role of 5G-powered remote robotic ultrasound during the COVID-19 outbreak: insights from two cases.

The 2019 Novel Coronavirus disease (COVID-19) broke out in Wuhan, China in December 2019 and spread ...

Jul 2020 32744706
A Brain Tumor Segmentation Framework Based on Outlier Detection Using One-Class Support Vector Machine.

Accurate segmentation of brain tumors is a challenging task and also a crucial step in diagnosis and...

Jul 2020 33018170
End-to-End Deep Learning Model for Cardiac Cycle Synchronization from Multi-View Angiographic Sequences.

Dynamic reconstructions (3D+T) of coronary arteries could give important perfusion details to clinic...

Jul 2020 33018200
Improving the generalization of deep learning methods to segment the left ventricle in short axis MR images.

Cardiovascular disease is one of the major health problems worldwide. In clinical practice, cardiac ...

Jul 2020 33018203
Fully Automated Quantification of Cardiac Indices from Cine MRI Using a Combination of Convolution Neural Networks.

Cardiovascular magnetic resonance imaging (CMRI) is one of the most accurate non-invasive modalities...

Jul 2020 33018207
Multi-View Ensemble Convolutional Neural Network to Improve Classification of Pneumonia in Low Contrast Chest X-Ray Images.

Pneumonia is one of the leading causes of childhood mortality worldwide. Chest x-ray (CXR) can aid t...

Jul 2020 33018211
Locate the Superficial Femoral Artery with Occlusion by Deep Neural Network Correcting Interpolation.

In clinical practice, doctors usually use computed tomography angiography (CTA) to examine lower ext...

Jul 2020 33018230
Evaluating Deep Learning Algorithms in Pulmonary Nodule Detection.

Lung cancer is considered the deadliest cancer worldwide. In order to detect it, radiologists need t...

Jul 2020 33018235
High-Fidelity Accelerated MRI Reconstruction by Scan-Specific Fine-Tuning of Physics-Based Neural Networks.

Long scan duration remains a challenge for high-resolution MRI. Deep learning has emerged as a power...

Jul 2020 33018271
Deep learning approaches for bone and bone lesion segmentation on 18FDG PET/CT imaging in the context of metastatic breast cancer.

FDG PET/CT imaging is commonly used in diagnosis and follow-up of metastatic breast cancer, but its ...

Jul 2020 33018283
Combining Superpixels and Deep Learning Approaches to Segment Active Organs in Metastatic Breast Cancer PET Images.

Semi-automatic measurements are performed on FDG PET-CT images to monitor the evolution of metastati...

Jul 2020 33018284
Multiple Slice k-space Deep Learning for Magnetic Resonance Imaging Reconstruction.

Magnetic resonance imaging (MRI) has been one of the most powerful and valuable imaging methods for ...

Jul 2020 33018291
UENet: A Novel Generative Adversarial Network for Angiography Image Segmentation.

Convolutional neural networks (CNNs) have been widely used in medical image segmentation. Vessel seg...

Jul 2020 33018303
Training Deep Neural Networks for Small and Highly Heterogeneous MRI Datasets for Cancer Grading.

Using medical images recorded in clinical practice has the potential to be a game-changer in the app...

Jul 2020 33018338
Detecting muscle activation using ultrasound speed of sound inversion with deep learning.

Functional muscle imaging is essential for diagnostics of a multitude of musculoskeletal afflictions...

Jul 2020 33018418
Deep Learning Based Junctional Zone Quantification using 3D Transvaginal Ultrasound in Assisted Reproduction.

The Uterine Junctional Zone (JZ) is identified as an important anatomical region in the implantation...

Jul 2020 33018428
Prediction of atherosclerotic disease progression combining computational modelling with machine learning.

Non-invasive serial computed tomography coronary angiography (CTCA) was acquired from 32 patients an...

Jul 2020 33018578
Towards Sonomyography-Based Real-Time Control of Powered Prosthesis Grasp Synergies.

Sonomyography (ultrasound imaging) offers a way of classifying complex muscle activity and configura...

Jul 2020 33019053
Spinal Stenosis Grading in Magnetic Resonance Imaging Using Deep Convolutional Neural Networks.

STUDY DESIGN: Retrospective magnetic resonance imaging grading with comparison between experts and d...

Jun 2020 31923125
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