Radiology

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

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Motion artifacts reduction in brain MRI by means of a deep residual network with densely connected multi-resolution blocks (DRN-DCMB).

OBJECTIVE: Magnetic resonance imaging (MRI) acquisition is inherently sensitive to motion, and motio...

May 2020 32428549
A computer-aided diagnosis system for brain magnetic resonance imaging images using a novel differential feature neural network.

To improve the performance of brain tumor diagnosis, numerous automatic brain tumor diagnosis system...

May 2020 32568685
Photoacoustic Imaging to Track Magnetic-manipulated Micro-Robots in Deep Tissue.

The next generation of intelligent robotic systems has been envisioned as micro-scale mobile and ext...

May 2020 32429159
An Automated Segmentation Pipeline for Intratumoural Regions in Animal Xenografts Using Machine Learning and Saturation Transfer MRI.

Saturation transfer MRI can be useful in the characterization of different tumour types. It is sensi...

May 2020 32415137
Dosimetry-Driven Quality Measure of Brain Pseudo Computed Tomography Generated From Deep Learning for MRI-Only Radiation Therapy Treatment Planning.

PURPOSE: This study aims to evaluate the impact of key parameters on the pseudo computed tomography ...

May 2020 32417412
Sequential vessel segmentation via deep channel attention network.

Accurately segmenting contrast-filled vessels from X-ray coronary angiography (XCA) image sequence i...

May 2020 32447262
Usefulness of deep learning-assisted identification of hyperdense MCA sign in acute ischemic stroke: comparison with readers' performance.

PURPOSE: To evaluate the usefulness of deep learning-assisted diagnosis for identifying hyperdense m...

May 2020 32399602
A generalized predictive control for remote cardiovascular surgical systems.

Robot-assisted cardiovascular surgery is used to avoid surgeon suffering from X-ray radiation and re...

May 2020 32444216
An unsupervised deep learning technique for susceptibility artifact correction in reversed phase-encoding EPI images.

Echo planar imaging (EPI) is a fast and non-invasive magnetic resonance imaging technique that suppo...

May 2020 32407764
Generative approach for data augmentation for deep learning-based bone surface segmentation from ultrasound images.

PURPOSE: Precise localization of cystic bone lesions is crucial for osteolytic bone tumor surgery. R...

May 2020 32399586
Augmented deep learning model for improved quantitative accuracy of MR-based PET attenuation correction in PSMA PET-MRI prostate imaging.

PURPOSE: Estimation of accurate attenuation maps for whole-body positron emission tomography (PET) i...

May 2020 32394162
Applications of radiomics and machine learning for radiotherapy of malignant brain tumors.

BACKGROUND: Magnetic resonance imaging (MRI) and amino acid positron-emission tomography (PET) of th...

May 2020 32394100
Alveolar Bone Segmentation in Intraoral Ultrasonographs with Machine Learning.

The use of intraoral ultrasound imaging has received great attention recently due to the benefits of...

May 2020 32392449
Artificial intelligence radiogenomics for advancing precision and effectiveness in oncologic care (Review).

The new era of artificial intelligence (AI) has introduced revolutionary data‑driven analysis paradi...

May 2020 32467997
Deep learning based classification of solid lipid-poor contrast enhancing renal masses using contrast enhanced CT.

OBJECTIVE: Establish a workflow that utilizes convolutional neural nets (CNN) to classify solid, lip...

May 2020 32356484
Generalization error analysis for deep convolutional neural network with transfer learning in breast cancer diagnosis.

Deep convolutional neural network (DCNN), now popularly called artificial intelligence (AI), has sho...

May 2020 32208369
Estimation of glandular dose in mammography based on artificial neural networks.

This work proposes using artificial neural networks (ANNs) for the regression of the dosimetric quan...

May 2020 32101806
Denoising of multi b-value diffusion-weighted MR images using deep image prior.

The clinical value of multiple b-value diffusion-weighted (DW) magnetic resonance imaging (MRI) has ...

May 2020 32187580
Clinical implementation of MRI-based organs-at-risk auto-segmentation with convolutional networks for prostate radiotherapy.

BACKGROUND: Structure delineation is a necessary, yet time-consuming manual procedure in radiotherap...

May 2020 32393280
MRI radiomics-based machine-learning classification of bone chondrosarcoma.

PURPOSE: To evaluate the diagnostic performance of machine learning for discrimination between low-g...

May 2020 32438261
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