Radiology

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

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Detection of parkinson's disease with neuroimaging modalities using machine learning and artificial intelligence: a systematic review.

The application of machine learning (ML) and artificial intelligence (AI) algorithms in medical imag...

Jan 2026 41530502
Image Quality Assessment of Artificial Intelligence Iterative Reconstruction for Low-dose Bronchial Artery CTA in Preoperative Hemoptysis Patients.

OBJECTIVES: To investigate the feasibility and image quality of artificial intelligence iterative re...

Jan 2026 41530950
Robust Physics-Based Deep MRI Reconstruction via Diffusion Purification.

Deep learning (DL) supervised techniques have been extensively employed in magnetic resonance imagin...

Jan 2026 41533627
Coronary artery segmentation in non-contrast cardiac CT using anatomy-informed contrastive learning and synthetic data.

Non-contrast cardiac CT (NCCT) offers a low-dose, cost-effective alternative to coronary CT angiogra...

Jan 2026 41534216
Deep learning-based restoration of PET images from a dual-panel breast dedicated scanner.

Positron Emission Tomography (PET) is important for breast cancer diagnosis and monitoring, but high...

Jan 2026 41535178
Multicenter evaluation of interpretable AI for coronary artery disease diagnosis from PET biomarkers.

Positron emission tomography (PET)/computed tomography (CT) for myocardial perfusion imaging (MPI) p...

Jan 2026 41535345
Effect of Helicobacter pylori infection on deep learning-assisted detection of gastric neoplastic lesions under white light endoscopy.

BACKGROUND: Artificial intelligence (AI)-assisted endoscopy facilitates upper gastrointestinal lesio...

Jan 2026 41535450
Deep-learning image reconstruction algorithms for CT: A task-based image quality assessment of four CT systems using a phantom.

PURPOSE: The purpose of this study was to assess the performance of iterative reconstruction (IR) an...

Jan 2026 41539890
Pixel-level Radiomics and Deep Learning for Predicting Ki-67 Expression in Breast Cancer Based on Dual-modal Ultrasound Images.

RATIONALE AND OBJECTIVES: This study aimed to develop a deep learning model using a novel pixel-leve...

Jan 2026 41539915
Ultrashort echo time MRI radiomics as a predictor of clinical outcomes in patellar tendinopathy: Insights from a large prospective clinical trial.

PURPOSE: To evaluate the predictive utility of radiomic features extracted from ultrashort echo time...

Jan 2026 41548462
Harnessing artificial intelligence for the assessment of liver fibrosis and steatosis via multiparametric ultrasound.

Artificial intelligence (AI) is revolutionizing medical imaging, particularly in chronic liver disea...

Jan 2026 41551823
Initial diagnosis and management of acute ischemic stroke: recent update and future direction.

Acute ischemic stroke (AIS) outcomes depend critically on rapid, accurate early diagnosis in the eme...

Jan 2026 41554281
Single-inspiratory quantitative CT nomogram for enhanced PRISm and COPD differentiation: a cross-sectional study with interpretable diagnostic boundaries.

BACKGROUND: Differentiating preserved ratio impaired spirometry (PRISm) from chronic obstructive pul...

Jan 2026 41551461
Performance across different versions of an artificial intelligence model for screen-reading of mammograms.

OBJECTIVES: Studies have reported promising results regarding artificial intelligence (AI) as a tool...

Jan 2026 41528472
From Recognition to Action: Integrating Deep Learning and Robotic Control in Transthoracic Echocardiography.

Population aging has driven a rise in heart failure cases, increasing the clinical burden on cardiac...

Jan 2026 41530021
Current treatment options for perinatal depression.

PURPOSE OF REVIEW: Perinatal depression (PND) affects up to one in five patients and is the leading ...

Jan 2026 41531257
Neural networks for faster laser ultrasound tomography in tissue phantoms.

Speed of sound (SoS) mapping provides quantitative and localised information about a material's acou...

Jan 2026 41716222
Weight-bearing computed tomography volumetric analysis for diagnosis of syndesmotic instability: A new standard of care?

Assessing the severity and clinical impact of syndesmotic injury, especially when subtle, remains am...

Jan 2026 41531014
CT-free attenuation and scatter correction of [11C]CFT brain PET using a Bi-directional matching network.

Quantitative PET imaging requires accurate attenuation and scatter correction (ASC), but the standar...

Jan 2026 41539466
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