Radiology

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

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Accuracy of Automated Deep Learning versus Expert Clinicians for Diagnosis of Acute Lacunar Stroke on CT Perfusion.

BACKGROUND: Accurate diagnosis of lacunar stroke in the acute setting is challenging and often depen...

Jun 2026 42229993
Multimodal Ultrasound Integration Pathways and Paradigm Innovations in Precision Diagnosis and Treatment of Thyroid Cancer.

RATIONALE AND OBJECTIVES: Thyroid cancer, the fastest-growing endocrine malignancy, is shifting from...

(1)
Jun 2026 42230172
A Promptable 3D-CT Foundation Model-Based Approach for Pulmonary Embolism.

PURPOSE: Blood clot volume (BCV), defined as the total three-dimensional (3D) volume of the thrombus...

Jun 2026 42230969
Deep learning reconstruction dual-energy computed tomography for gastrointestinal system tumors: low-kiloelectron volt imaging vs routine imaging.

AIM: To qualitatively and quantitatively compare dual-energy computed tomography (DECT)-derived 55 k...

Jun 2026 42364263
A two-step deep learning framework for predicting difficult video laryngoscopy from ultrasound images: a prospective cohort study.

BACKGROUND: Deep learning integrated with ultrasound systems may assist in predicting difficult airw...

(1)
Jun 2026 42226131
[A nomogram combining ultrasound radiomics and clinical features for predicting pathological invasiveness of papillary thyroid carcinoma].

OBJECTIVES: To develop a nomogram model combining ultrasound radiomics and clinical features and to ...

(1)
Jun 2026 42226496
Impact of AI-based Slab Reconstruction Technology on the Diagnostic Accuracy of Screening Digital Breast Tomosynthesis.

Background Digital breast tomosynthesis (DBT) uses 1-mm slices, resulting in a larger number of imag...

(1)
Jun 2026 42227862
Fractal analysis in dentistry: a bibliometric analysis (1991-2024).

OBJECTIVES: This study aims to provide a comprehensive bibliometric mapping of the scientific evolut...

(1)
Jun 2026 42228292
Artificial intelligence empowered coronary artery imaging: A review.

Cardiovascular disease is the leading cause of death worldwide, with coronary artery disease the mos...

(2)
Jun 2026 42229313
Automated vs. manual segmentation for small renal mass imaging.

INTRODUCTION: Automated segmentation using artificial intelligence (AI) has the potential to rapidly...

Jun 2026 41701890
Radiomics-Based Machine Learning versus the MAP Score for Predicting Haematocrit Decline after Laparoscopic Partial Nephrectomy.

OBJECTIVE: To evaluate and compare the ability of the Mayo Adhesive Probability (MAP) score and radi...

Jun 2026 42219835
The role of machine learning, deep learning, and MRI findings in the classification of pediatric posterior fossa tumors.

PURPOSE: Pediatric posterior fossa tumors represent a major subset of childhood central nervous syst...

Jun 2026 42223485
FreeTune4D: Anatomy-Aware 4D-MRI Motion Reconstruction Benchmark and Free Fine-Tuning Framework.

Deep learning and prior-image-guided cross modality motion reconstruction methods have recently en a...

Jun 2026 42224310
Physical Parameter-Guided Deep Learning Ultrasound Localization Microscopy Framework Based on Diffusion Model.

OBJECTIVE: Deep learning based-imaging methods have demonstrated significant potential for achieving...

Jun 2026 42224314
Differentiating Mummified Thyroid Nodules From Papillary Thyroid Carcinoma: A Machine Learning Approach Using Multi-Modal Ultrasound Radiomics.

OBJECTIVES: This study aimed to establish a machine-learning model that integrates contrast-enhanced...

(1)
Jun 2026 42225518
Submanifold sparse convolutional networks for automated 3D segmentation of kidneys and kidney tumours in computed tomography.

Accurate delineation of kidney tumours in Computed Tomography (CT) is essential for downstream quant...

Jun 2026 42225734
A Cost-Efficient Multi-Angle Fusion Deep Learning for Ultrasound Localization Microscopy.

Ultrasound localization microscopy (ULM) enables super-resolution imaging of microvascular structure...

Jun 2026 41115083
Prostate Targeting: Compact Robot With Harmonic Stepper Motors for MRI-Guided Needle Therapy.

The superior image quality and excellent contrast offered by Magnetic Resonance Imaging (MRI) make i...

Jun 2026 41212714
Breaking the Limits of Low-Field MRI: Deep Learning Approaches to Image Enhancement.

Low-field magnetic resonance imaging (LF-MRI) has emerged as a transformative technology, offering p...

(1)
Jun 2026 42050754
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