Radiology

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

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Non-invasive Prediction of CYP11B2-Defined Subtypes in Primary Aldosteronism Using 18F-Pentixafor PET/CT and Machine Learning.

PURPOSE: This study aims to develop and validate an interpretable machine learning model that integr...

Jan 2026 41530023
Artificial intelligence in breast cancer screening: A systematic review and meta-analysis of integration strategies.

OBJECTIVE: To compare AI-augmented and conventional double reading in organised breast-cancer screen...

Jan 2026 41568077
Subregional Radiomics Analysis on Multiparametric MRI for Evaluating Lymphovascular Invasion and Survival in Gastric Cancer: A Multicenter Study.

BACKGROUND: Accurate preoperative assessment of lymphovascular invasion (LVI) remains challenging du...

Jan 2026 41518607
Utilizing artificial intelligence for the diagnosis of ocular surface squamous neoplasia with ultrasound biomicroscopy images.

PURPOSE: This study aims to develop an artificial intelligence (AI) model to assist ophthalmologists...

Jan 2026 41518381
UTMorph: A hybrid CNN-transformer network for weakly-supervised multimodal image registration in biopsy puncture.

Accurate registration of preoperative magnetic resonance imaging (MRI) and intraoperative ultrasound...

Jan 2026 41538951
Unlocking 2D/3D+T myocardial mechanics from cine MRI: a mechanically regularized space-time finite element correlation framework.

Accurate and biomechanically consistent quantification of cardiac motion remains a major challenge i...

Jan 2026 41547064
An Ensemble Learning Artificial Intelligence Model for Alzheimer's Disease Detection Using OCT.

PURPOSE: There has been significant progress in detecting Alzheimer's disease (AD) using retinal ima...

Jan 2026 41717239
Automating prostate biopsy guidance: A robust CNN approach for non-rigid 3D/3D MR-TRUS image registration.

Fusing transrectal ultrasound (TRUS) and magnetic resonance (MR) images has significantly improved t...

Jan 2026 41520474
Knowledge-guided multi-geometric window transformer for cardiac cine MRI reconstruction.

Magnetic resonance imaging (MRI) plays a crucial role in clinical diagnosis, yet traditional MR imag...

Jan 2026 41604895
Predicting Cerebral Aneurysm Recurrence after Coil Embolization: A Novel Deep Learning Approach Using Time-of-flight Magnetic Resonance Angiography.

The recurrence of cerebral aneurysms after coil embolization remains a significant concern in clinic...

Jan 2026 41526250
Diagnostic Accuracy of Artificial Intelligence in Detecting Pleural Effusion on Ultrasound Imaging: A Systematic Review and Meta-Analysis.

Artificial intelligence (AI) interpretation of ultrasound (US) images is promising, yet its accuracy...

Jan 2026 41508653
Wavelet-Based Frequency Replacement and Edge Enhancement for Semi-Supervised Fetal Ultrasound Image Segmentation.

OBJECTIVES: Ultrasound image segmentation remains a significant challenge due to inherent low contra...

Jan 2026 41503872
Workflow-embedded AI as a cognitive scaffold: A randomized trial on knowledge retention and diagnostic competency in undergraduate radiology education.

BACKGROUND: Traditional didactic methods in medical imaging education, predominantly reliant on stat...

Jan 2026 41560905
Automatic measurement and evaluation of anterior segment anatomical structures via UBM images using a deep learning-based approach.

PURPOSE: To develop a deep-learning model capable of measuring essential anterior segment (AS) param...

Jan 2026 41507579
UltraMN: Advancing Real-Time Median Nerve Ultrasound Monitoring With a Multitask Deep Learning Framework.

OBJECTIVE: This study aims to develop an advanced deep learning framework to overcome the challenges...

Jan 2026 41506963
Rapid spatio-temporal MR fingerprinting using physics-informed implicit neural representation.

The potential of Magnetic Resonance Fingerprinting (MRF), which allows for rapid and simultaneous mu...

Jan 2026 41544325
Year in Review: Axial Spondyloarthritis.

Axial spondyloarthritis is a chronic inflammatory disease primarily affecting the sacroiliac joints ...

Jan 2026 41608671
MRI-to-PET synthesis via deep learning for amyloid-β quantification in Alzheimer's disease.

OBJECTIVES: Amyloid-β (Aβ) PET is crucial for diagnosing and monitoring Alzheimer's disease (AD), bu...

Jan 2026 41495456
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