Radiology

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

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Use of artificial intelligence in magnetic resonance imaging across the epileptic patient's journey: A meta-analysis of four clinical applications.

OBJECTIVE: The application of artificial intelligence/machine learning (AI/ML) to magnetic resonance...

Jun 2026 42246704
Assessing and mitigating demographic bias in large language models for diagnostic radiology.

PURPOSE: Large language models (LLMs) are increasingly integrated into radiology workflows, but thei...

(2)
Jun 2026 42247082
Zero echo time MRI with deep learning reconstruction and chemical shift correction for detecting osteolytic myeloma lesions.

OBJECTIVE: We compared three magnetic resonance imaging (MRI) sequences-native zero echo time (ZTE),...

Jun 2026 42247107
Whole anterior visual pathway segmentation from high-resolution MRI using artificial intelligence.

OBJECTIVE: Manual segmentation of the whole anterior visual pathway (aVP) from high-resolution magne...

(1)
Jun 2026 42247118
Infant Brain Age Estimation With T1w/T2w Ratio MRI: A Myelination-Aware Deep Learning Approach.

BACKGROUND: Brain age estimation provides a noninvasive MRI biomarker of neurodevelopment. In infanc...

Jun 2026 42247370
Application of Focused Ultrasound in Alzheimer's Disease: A Bibliometric Analysis.

OBJECTIVE: This study uses bibliometric analysis and knowledge mapping methods to systematically exp...

(4)
Jun 2026 42247667
Artificial intelligence in prostate cancer imaging: A mini-review of current applications and future directions.

This mini-review synthesizes evidence from recent studies to provide an updated perspective on curre...

Jun 2026 42247882
Hybrid learning: a combination of self-supervised and supervised learning for joint MRI reconstruction and denoising in low-field MRI.

Deep learning has demonstrated strong potential for MRI reconstruction. However, conventional superv...

Jun 2026 42248205
Deep Multi-Task Attention Network for Automated, Reproducible Quantification of Carotid Plaque Burden in Ultrasound Imaging.

Carotid atherosclerotic plaque burden is a well-established biomarker of cerebrovascular and cardiov...

Jun 2026 42248793
Development of LRRC15-binding disulfide-constrained peptides for PET imaging of cancer-associated fibroblasts.

Leucine-rich-repeat-containing protein 15 (LRRC15) is selectively expressed on cancer-associated fib...

Jun 2026 42248838
Optimizing acquisition time and injected dose in 18F-FDG PET/CT imaging using deep learning: enhancing image protocol efficiency and safety.

BACKGROUND: This study aims to evaluate the effectiveness of deep learning algorithms in simulating ...

Jun 2026 42243803
Deep learning models built from PSMA PET of the primary tumor can predict synchronous and metachronous prostate cancer metastases.

OBJECTIVE: The objective was to develop prognostic models that included convolutional neural network...

Jun 2026 42247403
Prediction of an fMRI-based schizophrenia biomarker from EEG using dynamic functional connectivity: a simultaneous EEG-fMRI study.

OBJECTIVE: Recent advances in functional magnetic resonance imaging (fMRI) have identified brain fun...

Jun 2026 42246086
Mamba2SVN: a Mamba2 and reconstruction-cooperative sensitivity refinement-based variational network for parallel MRI reconstruction.

OBJECTIVE: Magnetic resonance imaging (MRI) is widely used for its excellent soft-tissue contrast an...

Jun 2026 42246132
Navigating PI-RADS v2.1 in clinical practice: pitfalls, variability, and the supportive role of AI.

Prostate Imaging Reporting and Data System (PI-RADS) version 2.1 has substantially advanced the stan...

Jun 2026 42240644
Machine learning of multiparametric MRI radiomics preoperatively distinguishes testicular seminoma from non-seminoma: a multicenter study.

RATIONALE AND OBJECTIVES: This study aims to develop an optimal model for distinguishing seminoma fr...

Jun 2026 42240645
Differentiating advanced from non-advanced hepatic fibrosis: a hybrid deep learning-radiomics model leveraging synthetic contrast-enhanced CT from CycleGAN.

OBJECTIVES: This study aimed to develop and validate a hybrid deep learning-radiomics model that lev...

Jun 2026 42240649
Educational Frameworks for Diagnostic Decision-Making in AI-Enhanced Head and Neck Pathology.

CONTEXT: This paper examines how artificial intelligence (AI) is reshaping diagnostic decision-makin...

Jun 2026 42240861
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