Radiology

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

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Improving the Identification of Muscular Dystrophies From Their Mimickers Based on MRI Muscle Texture Features Combined With Clinical Biomarkers.

MRI can detect the most significant pathological changes of muscle-fat replacement and muscle edema ...

Jun 2026 42125946
Literature Commentary June, 2026.

In this issue, the following 4 articles are reviewed by Drs. Mark L. Moster and Deborah I. Friedman,...

(1)
Jun 2026 42133961
From Pixels to Prediction: Reviewing the Role of Artificial Intelligence in Body Composition Analysis.

Evaluation of body composition (BC) is a set of biomarkers, including fat, muscle and bone, that all...

(1)
Jun 2026 42145215
A Z-Score Template Method for Person-Specific Augmentation of Clinical Brain MRI: An Investigation in Multiple Sclerosis.

Clinical MRI is essential for managing neurological disorders such as multiple sclerosis (MS) but of...

Jun 2026 42157660
Artificial Intelligence in Medicine: Basic Knowledge, Applications, Ethics and Perspectives.

BACKGROUND: Artificial intelligence (AI) is rapidly transforming medicine through advanced diagnosti...

Jun 2026 42189753
Mechanistic Insights into PET-MPs-Aggravated Ischemic Stroke via Integrated Computational-Experimental Approaches.

Microplastics, especially the environmentally pervasive polyethylene terephthalate microplastics (PE...

May 2026 42219954
MedNet-FS: a few-shot learning framework for 3D MRI-based knee injury classification.

The development of deep learning models for 3D knee MRI analysis is critically constrained by the sc...

May 2026 42225724
Deep learning algorithm for automatic detection of acute ischemic stroke on noncontrast brain CT.

This study aimed to evaluate the diagnostic performance of a deep learning-based algorithm for detec...

(1)
May 2026 42225843
A spatiotemporal dependency-aware lightweight CNN-ViT network for 3D MRF with a balanced acceleration strategy.

The push for rapid MRI acquisition aims to enhance clinical efficiency and diagnostic consistency by...

May 2026 42269199
An AI-Driven Pipeline for Localization, Segmentation, and Classification of Carpal Tunnel Syndrome Using Ultrasound Images of the Median Nerve.

BACKGROUND: Carpal tunnel syndrome (CTS), the most common peripheral neuropathy, is currently diagno...

(1)
May 2026 42218608
Quantitative MRI of pediatric chronic kidney disease and renal fibrosis: potential non-invasive clinical biomarkers.

Chronic kidney disease (CKD) in children is a rare but serious condition characterized by progressiv...

May 2026 42216968
Machine learning-based MRI radiomics identifies patients with degenerative cervical myelopathy and predicts baseline function.

PURPOSE: The diagnosis of Degenerative cervical myelopathy (DCM) relies on clinical evaluation and c...

May 2026 42217032
Technical challenges in autonomous robotic ultrasound examinations: perception, planning, and control.

Ultrasound is one of the most widely used medical imaging modalities in clinical practice. Robot-ass...

(4)
May 2026 42217071
Imaging Primary Chronic Pain Syndromes: Current Evidence, Clinical Relevance, and Advances in MRI and PET/CT.

Primary chronic pain syndromes are increasingly understood through advanced neuroimaging techniques,...

May 2026 42217291
Assessing Image Quality and Diagnostic Performance of Quadruple-Low Coronary CT Angiography with Deep Learning in High-BMI Patients.

RATIONALE AND OBJECTIVES: To examine the feasibility of a quadruple-low protocol in coronary compute...

May 2026 42218081
MRI-based deep learning radiomics model for automated classification of disc degeneration in the lumbar spine.

Disc degeneration in the lumbar spine is a major cause of low back pain (LBP). The accurate grading ...

May 2026 42218311
Deep learning-based cervical cancer T-staging using MRI: multi-structure segmentation and classification.

AIMS: Cervical cancer has high incidence and mortality, seriously threatening women's survival and q...

May 2026 42218381
What's next for VI-RADS? Updates and future perspectives from the ACR VI-RADS steering committee.

Since the introduction of the Vesical Imaging-Reporting and Data System (VI-RADS), MRI has become an...

May 2026 42218494
A computational framework for patient-specific breast modelling with anatomically informed Cooper's ligament networks.

BACKGROUND: Cooper's ligaments tether the dermis to the pectoral fascia and play a key role in breas...

May 2026 42275975
A bibliometric analysis of the association between ultrasound and sarcopenia: Trends, networks, and future directions.

OBJECTIVE: With the escalating global prevalence of sarcopenia, the demand for effective diagnostic ...

May 2026 42216318
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