Radiology

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

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Image categorization from functional magnetic resonance imaging using functional connectivity.

BACKGROUND: Previous studies have attempted to infer the category of objects in a stimulus image fro...

Aug 2018 30145172
A marker-based contactless catheter-sensing method to detect surgeons' operations for catheterization training systems.

It is challenging to position a catheter or a guidewire within a patient's complicated and delicate ...

Aug 2018 30136209
Real-Time Deep Pose Estimation With Geodesic Loss for Image-to-Template Rigid Registration.

With an aim to increase the capture range and accelerate the performance of state-of-the-art inter-s...

Aug 2018 30138909
Using high-dimensional machine learning methods to estimate an anatomical risk factor for Alzheimer's disease across imaging databases.

INTRODUCTION: The main goal of this work is to investigate the feasibility of estimating an anatomic...

Aug 2018 30130645
Reproducible evaluation of classification methods in Alzheimer's disease: Framework and application to MRI and PET data.

A large number of papers have introduced novel machine learning and feature extraction methods for a...

Aug 2018 30130647
Extraction of BI-RADS findings from breast ultrasound reports in Chinese using deep learning approaches.

BACKGROUND: The wide adoption of electronic health record systems (EHRs) in hospitals in China has m...

Aug 2018 30342682
Automatic hyoid bone detection in fluoroscopic images using deep learning.

The displacement of the hyoid bone is one of the key components evaluated in the swallow study, as i...

Aug 2018 30120314
Hierarchical Convolutional Neural Networks for Segmentation of Breast Tumors in MRI With Application to Radiogenomics.

Breast tumor segmentation based on dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) is...

Aug 2018 30130181
Regional Multi-View Learning for Cardiac Motion Analysis: Application to Identification of Dilated Cardiomyopathy Patients.

OBJECTIVE: The aim of this paper is to describe an automated diagnostic pipeline that uses as input ...

Aug 2018 30113891
MRI-based treatment planning for brain stereotactic radiosurgery: Dosimetric validation of a learning-based pseudo-CT generation method.

Magnetic resonance imaging (MRI)-only radiotherapy treatment planning is attractive since MRI provid...

Aug 2018 30115539
Convolutional Neural Network With Shape Prior Applied to Cardiac MRI Segmentation.

In this paper, we present a novel convolutional neural network architecture to segment images from a...

Aug 2018 30113903
Demystification of AI-driven medical image interpretation: past, present and future.

The recent explosion of 'big data' has ushered in a new era of artificial intelligence (AI) algorith...

Aug 2018 30105410
Automated deep-neural-network surveillance of cranial images for acute neurologic events.

Rapid diagnosis and treatment of acute neurological illnesses such as stroke, hemorrhage, and hydroc...

Aug 2018 30104767
Development of a shoulder-mounted robot for MRI-guided needle placement: phantom study.

PURPOSE: This paper presents new quantitative data on a signal-to-noise ratio (SNR) study, distortio...

Aug 2018 30099660
Efficient B-Mode Ultrasound Image Reconstruction From Sub-Sampled RF Data Using Deep Learning.

In portable, 3-D, and ultra-fast ultrasound imaging systems, there is an increasing demand for the r...

Aug 2018 30106712
Structural neuroimaging as clinical predictor: A review of machine learning applications.

In this paper, we provide an extensive overview of machine learning techniques applied to structural...

Aug 2018 30167371
Cardiac Phase Space Tomography: A novel method of assessing coronary artery disease utilizing machine learning.

BACKGROUND: Artificial intelligence (AI) techniques are increasingly applied to cardiovascular (CV) ...

Aug 2018 30089110
Deep convolutional neural network-based segmentation and classification of difficult to define metastatic spinal lesions in 3D CT data.

This paper aims to address the segmentation and classification of lytic and sclerotic metastatic les...

Aug 2018 30114549
Convolutional Neural Network Based Breast Cancer Risk Stratification Using a Mammographic Dataset.

RATIONALE AND OBJECTIVES: We propose a novel convolutional neural network derived pixel-wise breast ...

Jul 2018 30072292
Radiomic Machine Learning for Characterization of Prostate Lesions with MRI: Comparison to ADC Values.

Purpose To compare biparametric contrast-free radiomic machine learning (RML), mean apparent diffusi...

Jul 2018 30063191
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