Radiology

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

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Artificial intelligence-enabled pediatric radiology in low-resource settings: addressing resource constraints in the African healthcare system.

Artificial intelligence (AI) holds immense promise in guiding clinical decision making in pediatric radiology, but its implementation in resource-constrained healthcare systems is limited by several significant challenges. The common AI methods, specifically deep learning models, used for image synthesis, reconstruction and segmentation require high-performance computers (HPC) and large memory cap...

Jan 22 2026 41569331

Deep learning-accelerated 3D flair for white matter lesion detection in multiple sclerosis: a feasibility study.

OBJECTIVES: Deep learning (DL)-based image reconstruction (DLBIR) techniques promise accelerated MRI acquisitions with enhanced image quality. Herein, we compare the image quality of a DLBIR-based 3D FLAIR (3D-FLAIRDL) with conventional 3D FLAIR (3D-FLAIRSOC) in a cohort of multiple sclerosis (MS) patients. MATERIALS AND METHODS: Our prospective, reader-blinded study, included 26 MS patients who u...

Jan 22 2026 41569417
Diagnostic Performance of Deep Learning and Radiomics in Extracranial Carotid Plaque Detection: Systematic Review and Meta-Analysis.

BACKGROUND: Artificial intelligence-enhanced imaging techniques have demonstrated promising diagnostic potential for carotid plaques, a key cardiovasc...

Jan 22 2026 41570300
Effects of Image Degradation on Deep Neural Network Classification of Scaphoid Fracture Radiographs: Comparison Study of Different Noise Types.

BACKGROUND: Deep learning models have shown strong potential for automated fracture detection in medical images. However, their robustness under varyi...

Jan 22 2026 41570307
Amplifying image quality gain in x-ray phase contrast imaging of mastectomy samples with deep learning denoising.

Phase-contrast computed tomography (PCT) of the breast has previously been shown to produce higher-quality images at lower radiation doses without the...

Jan 22 2026 41570391
Machine learning-enabled prediction of hemorrhagic transformation post-thrombectomy using quantitative DSA.

This study aims to construct a predictive model for post-thrombectomy hemorrhagic transformation (HT) by integrating hemodynamic features derived from...

Jan 22 2026 41571795
A comparative evaluation of parafoveal and perifoveal macular vessel density loss in glaucoma using 3 × 3 mm OCTA scans.

In a prior study we demonstrated the strong performance of convolutional neural networks (CNNs) in distinguishing healthy from glaucomatous eyes and s...

Jan 22 2026 41571798
Deep learning-based automated contrast enema analysis to improve the assessment of Hirschsprung disease.

OBJECTIVES: To compare the radiologic assessment of Hirschsprung disease (HD) based on contrast enema with automated image analysis using a deep neura...

Jan 22 2026 41572045
The impact of balance exercise on brain age and brain morphometry: insights from MRI analysis.

Physical exercise is known to delay the cognitive decline in the elderly. However, the effect of low-impact balance exercises such as yoga or Tai chi ...

Jan 22 2026 41566095
Artificial intelligence in idiopathic pulmonary fibrosis: advances, challenges and future directions.

Idiopathic pulmonary fibrosis (IPF) is a progressive disease of unknown aetiology, characterised by a radiological and/or morphological pattern of usu...

Jan 22 2026 41381227
Thinking about tomorrow: A population-based natural language processing analysis of young adults' hopes and worries for the future.

BACKGROUND: The recent declines in youth mental health highlight the need for research into the factors underlying distress and those that foster well...

Jan 21 2026 41577047
Using artificial intelligence for automated assessment of point-of-care ultrasound (POCUS) skills in emergency medicine.

BACKGROUND: This study aimed to demonstrate the feasibility of using computer vision (CV) to unobtrusively extract body motion metrics from videos of ...

Jan 21 2026 41653848
Artificial intelligence in animal anatomy: Exploring the technologies, applications, benefits, and challenges.

BACKGROUND: Animal anatomy is revolutionised by use of digital techniques where it is implicated in research, education, and diagnostics. Modern compu...

Jan 21 2026 41577147
Optimizing toward Discovery: AI-Driven Exploration of Lewis Acid-Base Catalysts for PET Glycolysis.

The depolymerization of polyethylene terephthalate (PET) through efficient chemical recycling remains a central challenge in plastic waste valorizatio...

Jan 21 2026 41566860
Artificial Intelligence Versus Radiologist False-Positives on Digital Breast Tomosynthesis Examinations in a Population-Based Screening Program.

BACKGROUND. Insights into the nature of false-positive findings flagged by contemporary mammography artificial intelligence (AI) systems could inform ...

Jan 21 2026 41031942
Deformable image registration using multi-resolution vision Transformer for cardiac motion estimation.

Objective.Deformable registration plays a crucial role in motion estimation from a sequence of cardiac magnetic resonance (CMR) imaging, which is good...

Jan 21 2026 41512450
Semi-supervised learning for dose prediction in targeted radionuclide therapy: a synthetic data study.

Objective.Accurate and personalized radiation dose estimation is crucial for effective targeted radionuclide therapy (TRT). Deep learning (DL) holds p...

Jan 21 2026 41525718
Ultrahigh-Linearity Triboelectric Nanogenerator for Dual Pressure-Frequency Sensing and Multi-Modal Recognition.

Triboelectric nanogenerators (TENGs) hold great promise as self-powered sensors, but their practical applications are limited by charge leakage at hig...

Jan 21 2026 41560617
Artificial Intelligence Helps Diagnose Oral Potentially Malignant Disorders: A Systematic Review and Meta-Analysis.

INTRODUCTION: Oral potentially malignant disorders (OPMDs) can lead to oral cancer, which is one of the most common cancers worldwide. Prevention is c...

Jan 21 2026 41562124
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