Radiology

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

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An Efficient 3D Latent Diffusion Model for T1-contrast Enhanced MRI Generation.

Gadolinium-based contrast agents (GBCAs) are commonly employed with T1-weighted (T1w) MRI to enhance...

Jan 2026 41604705
Sub-connection Learning for fMRI-based Brain Functional Network.

Brain functional network analysis models the brain as a graph of regions of interest (ROIs) and quan...

Jan 2026 41605142
Radiomics analysis of early pregnancy ultrasound images to predict viability at the end of first trimester.

To determine whether there are radiomic ultrasound features of early pregnancy when viability is unk...

Jan 2026 41606065
A comprehensive multi-task deep learning model for kidney cancer: histological subtyping, clinical staging, and anatomical complexity grading.

OBJECTIVES: To develop and validate a multi-task deep learning (MTDL) model using multiphase contras...

Jan 2026 41606245
Semi-supervised learning in prostate MRI tumor detection approaches fully supervised performance on external validation.

OBJECTIVE: To evaluate the diagnostic performance of semi-supervised learning models for aggressive ...

Jan 2026 41606246
Automatic detection and measurement system for aortic aneurysms using deep learning-based artificial intelligence.

This study evaluated the performance of a deep learning-based artificial intelligence (DLAI) system ...

Jan 2026 41591618
Mechanoresponsive Biomaterials: Principles, Mechanisms, and Applications.

Mechanoresponsive biomaterials are a revolutionary class of materials designed to respond dynamicall...

Jan 2026 41589632
Deep learning outperformed radiomics based on MRI in the differentiation of sinonasal small round cell and non-small round cell malignant tumors.

OBJECTIVE: Differentiating sinonasal small round cell malignant tumors (SRCMTs) from non-SRCMTs is c...

Jan 2026 41604786
Feasibility study of fast T2-weighted imaging with deep-learning reconstruction in volunteers and emergency patients with acute abdomen.

PURPOSE: To evaluate the image quality and clinical utility of DLR-enhanced single-shot fast spin-ec...

Jan 2026 41616758
[Artificial intelligence prediction of surgical difficulty in mid-low rectal cancer: a single-center cohort study].

Objective: This study processes and analyzes rectal MRI images of patients with mid-to-low rectal ca...

Jan 2026 41566184
[Magnetically Controlled Capsule Endoscopy for Upper Gastrointestinal Examination].

Esophagogastroduodenoscopy (EGD) is the standard diagnostic modality for upper gastrointestinal (UGI...

Jan 2026 41572655
Image-space compensation of inter-crystal scattering in PET using a neural network based filter.

BACKGROUND: In positron emission tomography (PET), gamma photons arriving at the detector ring may u...

Jan 2026 41581104
CCTA as a Screening Tool (Invited Commentary).

Coronary computed tomography angiography (CCTA) has evolved into a key non-invasive tool for evaluat...

Jan 2026 41581134
Machine learning-based models for preoperative prediction of pituitary adenoma consistency: a systematic review and meta-analysis.

BACKGROUND/OBJECTIVES: The consistency of pituitary adenoma (PA) significantly impacts surgical diff...

Jan 2026 41580565
Enhancing anesthesia monitoring training: a SPOC and Gagné's model hybrid personalized by artificial intelligence.

BACKGROUND: High-quality training in anesthesia nursing-particularly in intraoperative monitoring-is...

Jan 2026 41580735
Optimisation and Technological Advances in Cardiovascular Magnetic Resonance to improve Access and Screening.

Cardiovascular magnetic resonance (CMR) can comprehensively assess cardiac function and structure, w...

Jan 2026 41581217
IUGC: A benchmark of landmark detection in end-to-end intrapartum ultrasound biometry.

Accurate intrapartum biometry plays a crucial role in monitoring labor progression and preventing co...

Jan 2026 41604894
Generating synthetic MRI scans for improving Alzheimer's disease diagnosis.

Alzheimer's disease (AD) is a progressive neurodegenerative disorder and the leading cause of dement...

Jan 2026 41610783
Deep learning assessment of fetal brain maturation on 3D ultrasound volumes in early-onset fetal growth restriction.

OBJECTIVES: To quantify fetal brain maturation in fetuses with early-onset fetal growth restriction ...

Jan 2026 41575808
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