Radiology

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

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RADHawk-an AI-based knowledge recommender to support precision education, improve reporting productivity, and reduce cognitive load.

BACKGROUND: Using artificial intelligence (AI) to augment knowledge is key to establishing precision...

Dec 2024 39644355
Tunable and real-time automatic interventional x-ray collimation from semi-supervised deep feature extraction.

BACKGROUND: The use of endovascular procedures is becoming increasingly popular across multiple clin...

Dec 2024 39641658
Magnetic resonance image denoising for Rician noise using a novel hybrid transformer-CNN network (HTC-net) and self-supervised pretraining.

BACKGROUND: Magnetic resonance imaging (MRI) is a crucial technique for both scientific research and...

Dec 2024 39641989
Automated Classification of Body MRI Sequences Using Convolutional Neural Networks.

RATIONALE AND OBJECTIVES: Multi-parametric MRI (mpMRI) studies of the body are routinely acquired in...

Dec 2024 39645459
A multi-view learning approach with diffusion model to synthesize FDG PET from MRI T1WI for diagnosis of Alzheimer's disease.

INTRODUCTION: This study presents a novel multi-view learning approach for machine learning (ML)-bas...

Dec 2024 39641380
Inclusive AI for radiology: Optimising ChatGPT-4 with advanced prompt engineering.

This letter responds to the article "Encouragement vs. liability: How prompt engineering influences ...

Dec 2024 39731960
Diagnostic modalities in the mediastinum and the role of bronchoscopy in mediastinal assessment: a narrative review.

BACKGROUND AND OBJECTIVE: Diagnosis of pathology in the mediastinum has proven quite challenging, gi...

Dec 2024 39781205
Deep Learning for Contrast Enhanced Mammography - A Systematic Review.

BACKGROUND/AIM: Contrast-enhanced mammography (CEM) is a relatively novel imaging technique that ena...

Dec 2024 39643464
Evaluating CNN Architectures for the Automated Detection and Grading of Modic Changes in MRI: A Comparative Study.

OBJECTIVE: Modic changes (MCs) classification system is the most widely used method in magnetic reso...

Dec 2024 39638639
Generative models of MRI-derived neuroimaging features and associated dataset of 18,000 samples.

Availability of large and diverse medical datasets is often challenged by privacy and data sharing r...

Dec 2024 39638794
Detection of three-rooted mandibular first molars on panoramic radiographs using deep learning.

This study aimed to develop a deep learning system for the detection of three-rooted mandibular firs...

Dec 2024 39639099
A multi-view prognostic model for diffuse large B-cell lymphoma based on kernel canonical correlation analysis and support vector machine.

BACKGROUND AND OBJECTIVE: Positron emission tomography/computed tomography (PET/CT) is recommended a...

Dec 2024 39639258
Generalized Super-Resolution 4D Flow MRI - Using Ensemble Learning to Extend Across the Cardiovascular System.

4D Flow Magnetic Resonance Imaging (4D Flow MRI) is a non-invasive measurement technique capable of ...

Dec 2024 39012742
Deep-DM: Deep-Driven Deformable Model for 3D Image Segmentation Using Limited Data.

Objective - Medical image segmentation is essential for several clinical tasks, including diagnosis,...

Dec 2024 39110559
DPFNet: Fast Reconstruction of Multi-Coil MRI Based on Dual Domain Parallel Fusion Network.

There are relatively few studies on the multi-coil reconstruction task of existing Magnetic Resonanc...

Dec 2024 39298305
Topology aware multitask cascaded U-Net for cerebrovascular segmentation.

Cerebrovascular segmentation is a crucial preliminary task for many computer-aided diagnosis tools d...

Dec 2024 39636790
Comparing effects of wearable robot-assisted gait training on functional changes and neuroplasticity: A preliminary study.

Robot-assisted gait training (RAGT) is a promising technique for improving the gait ability of elder...

Dec 2024 39637078
Large Language Models with Vision on Diagnostic Radiology Board Exam Style Questions.

RATIONALE AND OBJECTIVES: The expansion of large language models to process images offers new avenue...

Dec 2024 39632215
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