Radiology

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

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Quantification of uptake in pelvis F-18 FLT PET-CT images using a 3D localization and segmentation CNN.

PURPOSE: The purpose of this work was to develop and validate a deep convolutional neural network (C...

Jan 2022 34982836
Vessel segmentation for X-ray coronary angiography using ensemble methods with deep learning and filter-based features.

BACKGROUND: Automated segmentation of coronary arteries is a crucial step for computer-aided coronar...

Jan 2022 35045816
PCaGuard: A Software Platform to Support Optimal Management of Prostate Cancer.

BACKGROUND AND OBJECTIVE: Prostate cancer (PCa) is a severe public health issue and the most common ...

Jan 2022 35045583
Deep learning classification of inverted papilloma malignant transformation using 3D convolutional neural networks and magnetic resonance imaging.

BACKGROUND: Distinguishing benign inverted papilloma (IP) tumors from those that have undergone mali...

Jan 2022 34989484
Classification of rotator cuff tears in ultrasound images using deep learning models.

Rotator cuff tears (RCTs) are one of the most common shoulder injuries, which are typically diagnose...

Jan 2022 35043367
Semisupervised Training of a Brain MRI Tumor Detection Model Using Mined Annotations.

Background Artificial intelligence (AI) applications for cancer imaging conceptually begin with auto...

Jan 2022 35040676
Edge-enhancement densenet for X-ray fluoroscopy image denoising in cardiac electrophysiology procedures.

PURPOSE: Reducing X-ray dose increases safety in cardiac electrophysiology procedures but also incre...

Jan 2022 34954836
Radioactive hot-spot localisation and identification using deep learning.

The detection of radioactive hot-spots and the identification of the radionuclides present have been...

Jan 2022 34343982
Fusion-Based Deep Learning with Nature-Inspired Algorithm for Intracerebral Haemorrhage Diagnosis.

Natural computing refers to computational processes observed in nature and human-designed computing ...

Jan 2022 35087649
Segmenting pediatric optic pathway gliomas from MRI using deep learning.

Optic pathway gliomas are low-grade neoplastic lesions that account for approximately 3-5% of brain ...

Jan 2022 35074737
Generation of quantification maps and weighted images from synthetic magnetic resonance imaging using deep learning network.

The generation of quantification maps and weighted images in synthetic MRI techniques is based on co...

Jan 2022 34965516
Automated segmentation of multiparametric magnetic resonance images for cerebral AVM radiosurgery planning: a deep learning approach.

Stereotactic radiosurgery planning for cerebral arteriovenous malformations (AVM) is complicated by ...

Jan 2022 35039538
A data-driven ultrasound approach discriminates pathological high grade prostate cancer.

Accurate prostate cancer screening is imperative for reducing the risk of cancer death. Ultrasound i...

Jan 2022 35039648
Rubik-Net: Learning Spatial Information via Rotation-Driven Convolutions for Brain Segmentation.

The accurate segmentation of brain tissue in Magnetic Resonance Image (MRI) slices is essential for ...

Jan 2022 34242176
Mix-and-Interpolate: A Training Strategy to Deal With Source-Biased Medical Data.

Till March 31st, 2021, the coronavirus disease 2019 (COVID-19) had reportedly infected more than 127...

Jan 2022 34637384
Detection of metallic objects on digital radiographs with convolutional neural networks: A MRI screening tool.

INTRODUCTION: Screening for metallic implants and foreign bodies before magnetic resonance imaging (...

Jan 2022 35042664
Prime Time for Artificial Intelligence in Interventional Radiology.

Machine learning techniques, also known as artificial intelligence (AI), is about to dramatically ch...

Jan 2022 35031822
Artificial intelligence for nuclear medicine in oncology.

As in all other medical fields, artificial intelligence (AI) is increasingly being used in nuclear m...

Jan 2022 35028877
Application of artificial intelligence in brain molecular imaging.

Initial development of artificial Intelligence (AI) and machine learning (ML) dates back to the mid-...

Jan 2022 35028878
The application of artificial intelligence in nuclear cardiology.

A decade of unprecedented progress in artificial intelligence (AI) has demonstrated a lot of interes...

Jan 2022 35029816
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