Radiology

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

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Deep Learning Model for Automated Segmentation of Orbital Structures in MRI Images.

BACKGROUND: Magnetic resonance imaging (MRI) is a crucial tool for visualizing orbital structures an...

Jun 2025 40569432
Self-supervised learning for MRI reconstruction: a review and new perspective.

OBJECTIVE: To review the latest developments in self-supervised deep learning (DL) techniques for ma...

Jun 2025 40569542
Deep learning-based contour propagation in magnetic resonance imaging-guided radiotherapy of lung cancer patients.

Fast and accurate organ-at-risk (OAR) and gross tumor volume (GTV) contour propagation methods are n...

Jun 2025 40570891
Multi-site validation of an interpretable model to analyze breast masses.

An external validation of IAIA-BL-a deep-learning based, inherently interpretable breast lesion mali...

Jun 2025 40569906
Alterations in the functional MRI-based temporal brain organisation in individuals with obesity.

AIMS: Obesity is associated with functional alterations in the brain. Although spatial organisation ...

Jun 2025 40566750
Metasurface-enhanced terahertz imaging for glioblastoma in orthotopic xenograft mouse model combined with neural network decision making.

Terahertz (THz) optical sensing and imaging offer significant potential in a range of biological and...

Jun 2025 40570655
Integrating handheld ultrasound in rheumatology: A review of benefits and drawbacks.

Musculoskeletal ultrasound is a key tool in rheumatology for diagnosing and managing inflammatory ar...

Jun 2025 40571451
High-performance Open-source AI for Breast Cancer Detection and Localization in MRI.

Purpose To develop and evaluate an open-source deep learning model for detection and localization o...

Jun 2025 40560044
[AI-enabled clinical decision support systems: challenges and opportunities].

Clinical decision-making is inherently complex, time-sensitive, and prone to error. AI-enabled clini...

Jun 2025 40560226
Development of an anomaly detection system for Gibbs artifact identification in amyloid PET imaging.

The PET Imaging Site Qualification Program for amyloid positron emission tomography (PET) in Japan i...

Jun 2025 40560355
Interventional Radiology Reporting Standards and Checklist for Artificial Intelligence Research Evaluation (iCARE).

As artificial intelligence (AI) becomes increasingly prevalent within interventional radiology (IR) ...

Jun 2025 40560391
Novel Application of Connectomics to the Surgical Management of Pediatric Arteriovenous Malformations.

Introduction The emergence of connectomics in neurosurgery has allowed for construction of detailed ...

Jun 2025 40562012
Efficacy of an Automated Pulmonary Embolism (PE) Detection Algorithm on Routine Contrast-Enhanced Chest CT Imaging for Non-PE Studies.

The urgency to accelerate PE management and minimize patient risk has driven the development of arti...

Jun 2025 40563035
Few-Shot Learning for Prostate Cancer Detection on MRI: Comparative Analysis with Radiologists' Performance.

Deep-learning models for prostate cancer detection typically require large datasets, limiting clinic...

Jun 2025 40563036
The evaluation of artificial intelligence in mammography-based breast cancer screening: Is breast-level analysis enough?

OBJECTIVES: To assess whether the diagnostic performance of a commercial artificial intelligence (AI...

Jun 2025 40563050
Refining cardiac segmentation from MRI volumes with CT labels for fine anatomy of the ascending aorta.

Magnetic resonance imaging (MRI) is time-consuming, posing challenges in capturing clear images of m...

Jun 2025 40553227
Preoperative Assessment of Lymph Node Metastasis in Rectal Cancer Using Deep Learning: Investigating the Utility of Various MRI Sequences.

PURPOSE: This study aimed to develop a deep learning (DL) model based on three-dimensional multi-par...

Jun 2025 40553356
Ultrasound Displacement Tracking Techniques for Post-Stroke Myofascial Shear Strain Quantification.

OBJECTIVE: Ultrasound shear strain is a potential biomarker of myofascial dysfunction. However, the ...

Jun 2025 40553666
Bedside Ultrasound Vector Doppler Imaging System with GPU Processing and Deep Learning.

Recent innovations in vector flow imaging promise to bring the modality closer to clinical applicati...

Jun 2025 40553667
AI-based large-scale screening of gastric cancer from noncontrast CT imaging.

Early detection through screening is critical for reducing gastric cancer (GC) mortality. However, i...

Jun 2025 40555751
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