Radiology

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

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Dual-Phase Computed Tomography-Based Deep Learning Architecture for Three-Year Survival Prediction in Hepatocellular Carcinoma.

Hepatocellular carcinoma (HCC) is a major global health burden, ranking as the sixth most common can...

May 2026 42135555
Development and validation of a novel deep learning coronary artery plaque quantification model.

BACKGROUND: Coronary Computed Tomography Angiography (CCTA) is an established tool for assessing cor...

May 2026 42135689
Development of AI-based dopamine transporter (DAT) image generation technique using early phase [18F]-FP-CIT PET imaging.

OBJECTIVES: To develop and validate a deep learning-based model capable of generating dopamine trans...

May 2026 42133714
Enhancing glioma progression prediction: Unsupervised clustering of whole-brain magnetic resonance spectroscopy data for surgical planning.

BACKGROUND: The inevitable progression of high-grade gliomas has prompted a need for data-backed ide...

(1)
May 2026 42139940
Smarter FoCUS: AI-guided focused cardiac ultrasound enables novice detection of left ventricular dysfunction.

AIMS: Heart failure is prevalent; however, there is no cost-effective screening option. Against form...

May 2026 42169733
Real-Time Artificial Intelligence Assistance in Neuroendovascular Therapy: Comparative Analysis of Elective and Emergency Procedures.

BACKGROUND AND OBJECTIVES: Artificial intelligence (AI) has emerged as an adjunct in neuroendovascul...

May 2026 42130415
MRI-based radiomics explainable model for predicting recurrence of limb chronic osteomyelitis in limb bones treated by Masquelet technique.

AIMS: This study aimed to develop a machine learning model for predicting chronic osteomyelitis recu...

May 2026 42125887
Adverse Pregnancy Outcomes in Women With Immune Abnormalities: Machine Learning Model Development and Validation Using First-Trimester Sonographic Features.

BACKGROUND: The maintenance and progression of pregnancy rely on immune homeostasis at the maternal-...

May 2026 42126305
Clinical Implementation of AI for Pulmonary Embolism Detection in over 30,000 CT Pulmonary Angiography Examinations.

Purpose To quantify postimplementation concordance between a U.S. Food and Drug Administration-clear...

May 2026 42126306
Multimodality Imaging in Myocarditis: Integrating Etiology, Diagnosis, and Risk Stratification.

PURPOSE OF REVIEW: Myocarditis presents with heterogenous clinical manifestations and remains diagno...

May 2026 42126698
Dual-conditioned diffusion model with anatomical guidance for geometric distortion correction in prostate MRI.

OBJECTIVE: Geometric distortion from susceptibility artifacts in diffusion-weighted imaging (DWI) de...

May 2026 42126718
The Integration of Artificial Intelligence in Radiation Medical Physics: Insights from an International Survey with Regional Variability.

BACKGROUND: Artificial intelligence (AI) is considered to be a leading technology in radiation medic...

May 2026 42127941
Deep learning-based intraluminal gas modeling for anatomically accurate synthetic CT in MRI-based radiation therapy.

Stochastic bowel and rectal gas complicates MRI/CT deformable image registration (DIR) for synthetic...

May 2026 42127944
Canadian radiology: 2026 update.

Canadian radiology continues to produce scholarship that is technically sophisticated, clinically re...

(1)
May 2026 42128713
YOLO-LS: a novel deep learning framework for brain tumor segmentation in Magnetic Resonance Imaging.

Brain tumors exhibit high heterogeneity in morphology, texture, and location, making accurate recogn...

May 2026 42129232
UveAI: clinic-ready scoring of retinal inflammation in uveitis on widefield fluorescein angiography using AI.

Retinal inflammation is a key determinant of visual prognosis in uveitis, yet its assessment on fluo...

May 2026 42129262
Development and validation of a versatile foundation model for cine cardiac magnetic resonance image analysis.

BACKGROUND: Cardiac magnetic resonance imaging is central to cardiovascular diagnosis and management...

May 2026 42129472
Machine learning-driven ultrasound echo feature analysis for accurate classification and area prediction of HIFU-induced lesions: ex vivo study.

In high-intensity focused ultrasound (HIFU) treatment, precise and reliable prediction of lesion phe...

May 2026 42139911
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