Radiology

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

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Can deep learning reduce the time and effort required for manual segmentation in 3D reconstruction of MRI in rotator cuff tears?

BACKGROUND/PURPOSE: The use of MRI as a diagnostic tool has gained popularity in the field of orthop...

Oct 2022 36215291
A deep learning approach to real-time volumetric measurements without image reconstruction for cardiovascular magnetic resonance.

Cardiovascular magnetic resonance (CMR) can measure ventricular volumes for the quantitative assessm...

Oct 2022 36113450
Using domain knowledge for robust and generalizable deep learning-based CT-free PET attenuation and scatter correction.

Despite the potential of deep learning (DL)-based methods in substituting CT-based PET attenuation a...

Oct 2022 36202816
A Robust End-to-End Deep Learning-Based Approach for Effective and Reliable BTD Using MR Images.

Detection of a brain tumor in the early stages is critical for clinical practice and survival rate. ...

Oct 2022 36236674
MHA-Net: A Multibranch Hybrid Attention Network for Medical Image Segmentation.

The robust segmentation of organs from the medical image is the key technique in medical image analy...

Oct 2022 36245836
A Hybrid Catheter Localisation Framework in Echocardiography Based on Electromagnetic Tracking and Deep Learning Segmentation.

Interventional cardiology procedure is an important type of minimally invasive surgery that deals wi...

Oct 2022 36248919
A VS ultrasound diagnostic system with kidney image evaluation functions.

PURPOSE: An inevitable feature of ultrasound-based diagnoses is that the quality of the ultrasound i...

Oct 2022 36198998
Objective assessment of segmentation models for thyroid ultrasound images.

Ultrasound features related to thyroid lesions structure, shape, volume, and margins are considered ...

Oct 2022 36195781
DGANet: A Dual Global Attention Neural Network for Breast Lesion Detection in Ultrasound Images.

Deep learning-based breast lesion detection in ultrasound images has demonstrated great potential to...

Oct 2022 36202677
Improving spatial resolution and diagnostic confidence with thinner slice and deep learning image reconstruction in contrast-enhanced abdominal CT.

OBJECTIVE: To evaluate image quality and diagnostic confidence improvement using a thin slice and a ...

Oct 2022 36190531
Design, development and evaluation of an ergonomically designed dual-use mechanism for robot-assisted cardiovascular intervention.

PURPOSE: Robot-assisted cardiovascular intervention has been recently developed, which enables inter...

Oct 2022 36190615
Good view frames from ultrasonography (USG) video containing ONS diameter using state-of-the-art deep learning architectures.

This paper presents an automated method for detection of the diagnostically prominent frames contain...

Oct 2022 36190609
How much can AI see in early pregnancy: A multi-center study of fetus head characterization in week 10-14 in ultrasound using deep learning.

PURPOSE: To investigate if artificial intelligence can identify fetus intracranial structures in pre...

Oct 2022 36272307
Ultrafast lumbar spine MRI protocol using deep learning-based reconstruction: diagnostic equivalence to a conventional protocol.

OBJECTIVE: To evaluate the diagnostic equivalency between an ultrafast (1 min 53 s) lumbar MRI proto...

Oct 2022 36181535
CAR-Net: A Deep Learning-Based Deformation Model for 3D/2D Coronary Artery Registration.

Percutaneous coronary intervention is widely applied for the treatment of coronary artery disease un...

Sep 2022 35436189
Development of a deep learning network for Alzheimer's disease classification with evaluation of imaging modality and longitudinal data.

. Neuroimaging uncovers important information about disease in the brain. Yet in Alzheimer's disease...

Sep 2022 36055243
Two-Stage CNN Whole Heart Segmentation Combining Image Enhanced Attention Mechanism and Metric Classification.

Accurate segmentation of multiple tissues and organs in cardiac medical imaging is of great value in...

Sep 2022 36175600
Improvement in Image Quality and Visibility of Coronary Arteries, Stents, and Valve Structures on CT Angiography by Deep Learning Reconstruction.

OBJECTIVE: This study aimed to investigate whether a deep learning reconstruction (DLR) method impro...

Sep 2022 36196766
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