Radiology

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

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Showing 1912-1932 of 14,384 articles
Dataset of artificial breast cancer MRIs produced from unpaired mammograms.

The development of machine learning models for medical imaging is often constrained by the scarcity ...

Dec 2025 41561909
Federated Learning for Multi-Disease Ophthalmic Diagnostics Using OCT Angiography.

PURPOSE: To conduct a comprehensive systematic evaluation of federated learning (FL) strategies for ...

Dec 2025 41732778
A deep learning framework to stratify Nottingham histologic grade 2 breast tumors based on dynamic contrast-enhanced MRI.

OBJECTIVE: The Nottingham Histologic Grade (NHG) informs prognosis and treatment decisions in breast...

Dec 2025 41405689
Global trends and collaboration networks in radiology: A bibliometric analysis of the 500 most-cited articles in web of science.

OBJECTIVE: This study examined global research trends in Radiology, Nuclear Medicine, and Medical Im...

Dec 2025 41455150
Regional-aware and sequence-informed multi-decoder network for robust brain glioma segmentation in multi-parametric MRI.

Accurate segmentation of glioblastoma subregions from multi-parametric MRI is essential for diagnosi...

Dec 2025 41411810
Reduced left atrial strain from 4-dimensional computed tomography predicts atrial fibrillation recurrence after ablation.

BACKGROUND: Existing models that use clinical history and cardiac imaging data remain inadequate for...

Dec 2025 41412420
Accuracy of fully automated iliac artery tortuosity measurements in patients with abdominal aortic aneurysm using deep learning.

OBJECTIVE: To externally validate the accuracy of deep learning-based iliac artery tortuosity assess...

Dec 2025 41422647
Venture Capital Investments in Radiology From 2000 to 2023.

OBJECTIVE: Venture capital (VC) is playing a growing role in driving innovation in health care. Alth...

Dec 2025 41407134
Biparametric MRI-Based Habitat Analysis Integrated With Deep Learning for Predicting Clinically Significant Prostate Cancer in PI-RADS Category 3 Lesions.

BACKGROUND: Detection of clinically significant prostate cancer (csPCa) within PI-RADS category 3 le...

Dec 2025 41398999
Pericoronary adipose tissue attenuation on CCTA as a marker of cardiovascular risk: A systematic review and meta-analysis.

BACKGROUND: Pericoronary adipose tissue (PCAT) attenuation on coronary computed tomography angiograp...

Dec 2025 41412070
Interpretable fusion deep learning on super-resolution MRI for perineural invasion prediction in pancreatic ductal adenocarcinoma: a multicenter study.

PURPOSE: To develop an interpretable fusion deep learning model based on super-resolution (SR) MRI f...

Dec 2025 41418691
Neuroanatomical-based machine learning prediction of Alzheimer's Disease across sex and age.

Alzheimer's Disease (AD) is a progressive neurodegenerative disorder characterized by cognitive decl...

Dec 2025 41401892
Diagnostic Performance of AI-Assisted Coronary CT Angiography: A Systematic Review and Meta-Analysis.

BACKGROUND: Coronary computed tomography angiography (CCTA) is vital for diagnosing ischemic heart d...

Dec 2025 41421030
A review of deep learning techniques in Alzheimer's disease with emphasis on data tools and transfer learning.

Alzheimer's disease (AD) is a significant neurological condition that is marked by the gradual decli...

Dec 2025 41401894
Use of gadolinium-based contrast agents in head and neck cancer diagnosis, staging, and monitoring: current applications and future perspectives.

Gadolinium-based contrast agents (GBCAs) have been fundamental to head and neck cancer (HNC) imaging...

Dec 2025 41389084
Causality-driven dual-domain network enhanced by Gaussian splatting for magnetic resonance image reconstruction.

Magnetic resonance imaging (MRI) is a crucial tool in modern clinical diagnostics due to its non-inv...

Dec 2025 41442800
A dense recurrent unrolling network leveraging spatio-temporal priors for highly-accelerated dynamic MRI.

Dynamic magnetic resonance imaging (MRI) requires accurate reconstruction from undersampled k-space ...

Dec 2025 41397563
Predicting skeletal age from HR-pQCT imaging.

INTRODUCTION: High-resolution peripheral quantitative computed tomography (HR-pQCT) provides detaile...

Dec 2025 41391644
Quantification differences between supine and prone CT in interstitial lung disease.

PURPOSE: To evaluate the measurement variability and reproducibility of prone imaging with quantitat...

Dec 2025 41418638
A case-control study of volumetric segmentation of extraocular muscles from MRI images in thyroid eye disease.

PurposeThis study aimed to develop a reproducible manual segmentation method using a computer-assist...

Dec 2025 41385270
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