Radiology

Radiology

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

14,525 articles

Deep Learning for Automatic Segmentation of Hybrid Optoacoustic Ultrasound (OPUS) Images.

The highly complementary information provided by multispectral optoacoustics and pulse-echo ultrasou...

Feb 2021 32894712

Low-dose PET image noise reduction using deep learning: application to cardiac viability FDG imaging in patients with ischemic heart disease.

INTRODUCTION: Cardiac [F]FDG-PET is widely used for viability testing in patients with chronic ische...

Feb 2021 33524958

Establishment and clinical application value of an automatic diagnosis platform for rectal cancer T-staging based on a deep neural network.

BACKGROUND: Colorectal cancer is harmful to the patient's life. The treatment of patients is determi...

Feb 2021 33797468

Ensembled deep learning model outperforms human experts in diagnosing biliary atresia from sonographic gallbladder images.

It is still challenging to make accurate diagnosis of biliary atresia (BA) with sonographic gallblad...

Feb 2021 33627641

Convolutional Neural Network-Based Deep Learning Model for Predicting Differential Suicidality in Depressive Patients Using Brain Generalized q-Sampling Imaging.

OBJECTIVE: Suicide is a priority health problem. Suicide assessment depends on imperfect clinician a...

Feb 2021 33988925

Reducing Contrast Agent Dose in Cardiovascular MR Angiography with Deep Learning.

BACKGROUND: Contrast-enhanced magnetic resonance angiography (MRA) is used to assess various cardiov...

Feb 2021 33619859

Weakly supervised deep learning for determining the prognostic value of F-FDG PET/CT in extranodal natural killer/T cell lymphoma, nasal type.

PURPOSE: To develop a weakly supervised deep learning (WSDL) method that could utilize incomplete/mi...

Feb 2021 33611614

Modeling complex particles phase space with GAN for Monte Carlo SPECT simulations: a proof of concept.

A method is proposed to model by a generative adversarial network the distribution of particles exit...

Feb 2021 33477121

Translating amyloid PET of different radiotracers by a deep generative model for interchangeability.

It is challenging to compare amyloid PET images obtained with different radiotracers. Here, we intro...

Feb 2021 33617991

Deep learning based automated diagnosis of bone metastases with SPECT thoracic bone images.

SPECT nuclear medicine imaging is widely used for treating, diagnosing, evaluating and preventing va...

Feb 2021 33608560

A Direct Drive Parallel Plane Piezoelectric Needle Positioning Robot for MRI Guided Intraspinal Injection.

UNLABELLED: Recent developments in the field of cellular therapeutics have indicated the potential o...

Feb 2021 32870782

Adaptive Physics-Based Non-Rigid Registration for Immersive Image-Guided Neuronavigation Systems.

In image-guided neurosurgery, co-registered preoperative anatomical, functional, and diffusion tens...

Feb 2021 34713074

Improved Quantification of Myocardium Scar in Late Gadolinium Enhancement Images: Deep Learning Based Image Fusion Approach.

BACKGROUND: Quantification of myocardium scarring in late gadolinium enhanced (LGE) cardiac magnetic...

Feb 2021 33599043

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Deep Learning for Automatic Segmentation of Hybrid Optoacoustic Ultrasound (OPUS) Images.

Low-dose PET image noise reduction using deep learning: application to cardiac viability FDG imaging in patients with ischemic heart disease.

Establishment and clinical application value of an automatic diagnosis platform for rectal cancer T-staging based on a deep neural network.

Ensembled deep learning model outperforms human experts in diagnosing biliary atresia from sonographic gallbladder images.

Convolutional Neural Network-Based Deep Learning Model for Predicting Differential Suicidality in Depressive Patients Using Brain Generalized q-Sampling Imaging.

Reducing Contrast Agent Dose in Cardiovascular MR Angiography with Deep Learning.

Weakly supervised deep learning for determining the prognostic value of F-FDG PET/CT in extranodal natural killer/T cell lymphoma, nasal type.

Modeling complex particles phase space with GAN for Monte Carlo SPECT simulations: a proof of concept.

Translating amyloid PET of different radiotracers by a deep generative model for interchangeability.

Deep learning based automated diagnosis of bone metastases with SPECT thoracic bone images.

A Direct Drive Parallel Plane Piezoelectric Needle Positioning Robot for MRI Guided Intraspinal Injection.

Adaptive Physics-Based Non-Rigid Registration for Immersive Image-Guided Neuronavigation Systems.

Improved Quantification of Myocardium Scar in Late Gadolinium Enhancement Images: Deep Learning Based Image Fusion Approach.

Deep-learning-based cardiac amyloidosis classification from early acquired pet images.

Estimating dual-energy CT imaging from single-energy CT data with material decomposition convolutional neural network.

Learning to map 2D ultrasound images into 3D space with minimal human annotation.

Suspected Acute Pulmonary Embolism: Gestalt, Scoring Systems, and Artificial Intelligence.

A deep learning integrated radiomics model for identification of coronavirus disease 2019 using computed tomography.

Novel deep learning-based noise reduction technique for prostate magnetic resonance imaging.

Automated Segmentation Method for Low Field 3D Stomach MRI Using Transferred Learning Image Enhancement Network.

Clinical Enhancement in AI-Based Post-processed Fast-Scan Low-Dose CBCT for Head and Neck Adaptive Radiotherapy.

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